<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd" xmlns:googleplay="http://www.google.com/schemas/play-podcasts/1.0"><channel><title><![CDATA[Prof.’s Substack: AI-simplified]]></title><description><![CDATA[Complex AI knowledge in simple-sober words.]]></description><link>https://www.christianfarioli.com/s/ai-simplified</link><image><url>https://substackcdn.com/image/fetch/$s_!r6Xj!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F094a206e-9e26-4156-9ff2-b42d138130ed_4000x4000.jpeg</url><title>Prof.’s Substack: AI-simplified</title><link>https://www.christianfarioli.com/s/ai-simplified</link></image><generator>Substack</generator><lastBuildDate>Thu, 30 Apr 2026 15:38:44 GMT</lastBuildDate><atom:link href="https://www.christianfarioli.com/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Prof. Christian Farioli]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[avi81132@gmail.com]]></webMaster><itunes:owner><itunes:email><![CDATA[avi81132@gmail.com]]></itunes:email><itunes:name><![CDATA[www.christianfarioli.com]]></itunes:name></itunes:owner><itunes:author><![CDATA[www.christianfarioli.com]]></itunes:author><googleplay:owner><![CDATA[avi81132@gmail.com]]></googleplay:owner><googleplay:email><![CDATA[avi81132@gmail.com]]></googleplay:email><googleplay:author><![CDATA[www.christianfarioli.com]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[AI + Self Help = Transformation]]></title><description><![CDATA[How AI bridges the gap between self-help and execution.]]></description><link>https://www.christianfarioli.com/p/ai-self-help-transformation</link><guid isPermaLink="false">https://www.christianfarioli.com/p/ai-self-help-transformation</guid><dc:creator><![CDATA[Prof. Christian Farioli]]></dc:creator><pubDate>Tue, 03 Jun 2025 16:42:24 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/9f36d139-eedb-4079-9276-75015f3e47ff_1456x1048.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Professionals today have an odd problem.</p><p>We have more access to knowledge than ever.</p><ul><li><p>books</p></li><li><p>podcasts</p></li><li><p>newsletters</p></li><li><p>videos. </p></li></ul><p>&#8206; </p><p>Every day brings a new idea that promises to change our lives.</p><p>But despite all this learning, very little changes.</p><p>&#8206; </p><p>We feel inspired, even energized &#8212; then stuck.</p><p>We understand more, but we grow less.</p><p>The issue isn&#8217;t the quality of what we consume. </p><p>It&#8217;s about what happens next.</p><p>&#8206; </p><p>In this post, we&#8217;ll dive deep into this problem.</p><p>We&#8217;ll solve it. <br>And see how AI fits in.</p><div><hr></div><h1><strong>The Self-Help Trap</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Fkxw!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3aaf9556-ad2b-4ac7-aae8-fe78c64a239c_3567x1384.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Fkxw!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3aaf9556-ad2b-4ac7-aae8-fe78c64a239c_3567x1384.heic 424w, https://substackcdn.com/image/fetch/$s_!Fkxw!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3aaf9556-ad2b-4ac7-aae8-fe78c64a239c_3567x1384.heic 848w, https://substackcdn.com/image/fetch/$s_!Fkxw!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3aaf9556-ad2b-4ac7-aae8-fe78c64a239c_3567x1384.heic 1272w, https://substackcdn.com/image/fetch/$s_!Fkxw!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3aaf9556-ad2b-4ac7-aae8-fe78c64a239c_3567x1384.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Fkxw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3aaf9556-ad2b-4ac7-aae8-fe78c64a239c_3567x1384.heic" width="1456" height="565" 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srcset="https://substackcdn.com/image/fetch/$s_!Fkxw!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3aaf9556-ad2b-4ac7-aae8-fe78c64a239c_3567x1384.heic 424w, https://substackcdn.com/image/fetch/$s_!Fkxw!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3aaf9556-ad2b-4ac7-aae8-fe78c64a239c_3567x1384.heic 848w, https://substackcdn.com/image/fetch/$s_!Fkxw!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3aaf9556-ad2b-4ac7-aae8-fe78c64a239c_3567x1384.heic 1272w, https://substackcdn.com/image/fetch/$s_!Fkxw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3aaf9556-ad2b-4ac7-aae8-fe78c64a239c_3567x1384.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p></p><p>Let&#8217;s be clear: self-help isn&#8217;t bad.</p><p>&#8206; </p><p>For many professionals, it&#8217;s the first spark. </p><p>&#8206; </p><p>But too often, that spark never catches fire.</p><p>It gets trapped.</p><p>&#8206; </p><p>Here&#8217;s what that trap looks like:</p><ul><li><p>You feel stuck or restless.</p></li><li><p>You read something smart or inspiring.</p></li><li><p>You feel better &#8212; briefly.</p></li><li><p>You apply nothing.</p></li><li><p>Weeks go by. You do it all again.</p></li></ul><p>&#8206; </p><p>This is not real growth. </p><p>It&#8217;s a loop. </p><p>&#8206; </p><p>And the more we do it, the harder it becomes to tell the difference.</p><div><hr></div><h1><strong>How To Use Self-Help as a Career Tool</strong></h1><p>To escape the trap, we must treat self-help as a tool.</p><p>&#8206; </p><p>Books and podcasts are raw material. </p><p>What matters is how you apply them.</p><p>&#8206; </p><p>Real progress starts when you shift from:</p><ul><li><p><strong>Consuming &#8594; Implementing</strong></p></li><li><p><strong>Ideas &#8594; Systems</strong></p></li><li><p><strong>Motivation &#8594; Execution</strong></p><p>&#8206; </p></li></ul><p>This shift doesn&#8217;t require more effort &#8212; just a better approach. </p><p>And that&#8217;s where AI comes in.</p><p>&#8206; </p><p>AI gives you a way to turn ideas into real, usable change. </p><p>It helps you bridge the gap b/w <strong>knowing what&#8217;s helpful</strong> and <strong>doing what works</strong>.</p><div><hr></div><h1><strong>The Growth Loop</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!RlMh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F921351e6-99e7-460e-8595-c459937b638b_3567x1384.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!RlMh!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F921351e6-99e7-460e-8595-c459937b638b_3567x1384.heic 424w, https://substackcdn.com/image/fetch/$s_!RlMh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F921351e6-99e7-460e-8595-c459937b638b_3567x1384.heic 848w, https://substackcdn.com/image/fetch/$s_!RlMh!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F921351e6-99e7-460e-8595-c459937b638b_3567x1384.heic 1272w, https://substackcdn.com/image/fetch/$s_!RlMh!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F921351e6-99e7-460e-8595-c459937b638b_3567x1384.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!RlMh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F921351e6-99e7-460e-8595-c459937b638b_3567x1384.heic" width="1456" height="565" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/921351e6-99e7-460e-8595-c459937b638b_3567x1384.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:565,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:51250,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/165099519?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F921351e6-99e7-460e-8595-c459937b638b_3567x1384.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!RlMh!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F921351e6-99e7-460e-8595-c459937b638b_3567x1384.heic 424w, https://substackcdn.com/image/fetch/$s_!RlMh!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F921351e6-99e7-460e-8595-c459937b638b_3567x1384.heic 848w, https://substackcdn.com/image/fetch/$s_!RlMh!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F921351e6-99e7-460e-8595-c459937b638b_3567x1384.heic 1272w, https://substackcdn.com/image/fetch/$s_!RlMh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F921351e6-99e7-460e-8595-c459937b638b_3567x1384.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Top performers don&#8217;t just learn &#8212; they loop.</p><p></p><p>They follow a cycle that turns information into transformation:</p><p></p><ol><li><p><strong>Awareness</strong> &#8211; They read, listen, and watch to spot blind spots or unlock new possibilities.</p></li><li><p><strong>Action</strong> &#8211; They run small, controlled experiments with the new ideas.</p></li><li><p><strong>Feedback</strong> &#8211; They track what worked, what didn&#8217;t, and why.</p></li><li><p><strong>Growth</strong> &#8211; They refine the approach and go again.</p></li></ol><p></p><p>This loop turns one idea into insight &#8212; and then into skill.</p><p>Break the loop, and nothing sticks. </p><p></p><p>Keep it running, and everything compounds.</p><p>But doing this consistently takes structure &#8212; and that&#8217;s where AI can make all the difference.</p><div><hr></div><h1><strong>How AI Bridges the Gap</strong></h1><p>Most people use AI to find more knowledge.<br></p><p>The smartest professionals use it to act on what they already know.<br></p><p>Here&#8217;s how AI can help you move:</p><ol><li><p><strong>Turn ideas into workflows</strong></p><p>Ask AI to take your notes from a book and build them into a daily routine, checklist, or system. </p><p></p><p>This turns scattered insights into repeatable habits.</p><p></p></li><li><p><strong>Simulate feedback and improve faster</strong></p><p>Use AI to test a message, rehearse a pitch, or role-play a tough conversation. </p><p></p><p>You&#8217;ll sharpen your execution before the stakes are high.</p><p></p></li><li><p><strong>Create dashboards and trackers</strong></p><p>AI can help you build a dashboard to track the habits you&#8217;re working on, the changes you&#8217;re testing, and the results you&#8217;re seeing.</p><p></p></li><li><p><strong>Customize advice to your context</strong></p><p>AI can adapt frameworks to your job, team, or goals &#8212; so the guidance you follow actually fits your real world.</p><p></p></li></ol><p>The result? </p><p><strong>You go from knowing something valuable to </strong><em><strong>doing</strong></em><strong> something valuable &#8212; faster, and with less friction.</strong></p><p></p><div><hr></div><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;2801ad90-d650-4300-8aac-1ff634ce82e0&quot;,&quot;caption&quot;:&quot;&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;size&quot;:&quot;lg&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;Machine Learning: Explained Like You're 5&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:176098215,&quot;name&quot;:&quot;Prof. Christian Farioli&quot;,&quot;bio&quot;:&quot;Hi, I&#8217;m Professor Christian Farioli. I train executives to become next-gen AI leaders. Beyond that, I&#8217;m the CEO of ESD Dubai &#8212; one of Dubai&#8217;s biggest marketing agencies. Our clientele includes names such as Pfizer, Huawei, Armani, Oracle etc.&quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/094a206e-9e26-4156-9ff2-b42d138130ed_4000x4000.jpeg&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2025-04-29T12:29:43.002Z&quot;,&quot;cover_image&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/bd32ab42-1142-4d6d-b6ed-19646d6930fd_1456x1048.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://chrisfarioli.substack.com/p/machine-learning-explained-like-youre&quot;,&quot;section_name&quot;:&quot;&#128221; AI-simplified&quot;,&quot;video_upload_id&quot;:null,&quot;id&quot;:162404727,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:2,&quot;comment_count&quot;:0,&quot;publication_id&quot;:null,&quot;publication_name&quot;:&quot;Prof.&#8217;s Substack&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F094a206e-9e26-4156-9ff2-b42d138130ed_4000x4000.jpeg&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><div><hr></div><h1><strong>What Actually Moves the Needle</strong></h1><p>Let&#8217;s bring it back to the real world.</p><p><strong>Growth happens when you shift from passive inspiration to active experimentation.</strong></p><p></p><p>Here&#8217;s what that looks like:</p><ul><li><p>You <em>try</em> the ideas, not just admire them.</p></li><li><p>You <em>drop</em> advice that doesn&#8217;t fit, instead of forcing it.</p></li><li><p>You <em>commit</em> to 1 or 2 changes &#8212; and track them for 30&#8211;90 days.</p></li><li><p>You <em>let AI</em> help you automate the boring parts: reminders, routines, refinements.</p></li></ul><p></p><p>This is not about being perfect.</p><p>It&#8217;s about creating momentum. Tiny wins that stack up.</p><p>AI can&#8217;t grow for you &#8212; but it can help you build systems.</p><div><hr></div><h1>Wrapping up</h1><p>You don&#8217;t need more advice. </p><p>You need to act on the advice you already have.</p><p></p><p>You don&#8217;t need another breakthrough moment. </p><p>You need follow-through.</p><p>And you don&#8217;t need to do it alone.</p><p></p><p>AI can help you stay on track &#8212; not by thinking for you, but by helping you move faster, learn quicker, and stay consistent.</p><p></p><p>So pick something.</p><p>Build your loop.</p><p>And use AI to stay in it.</p><p></p><p>The learning matters. But what you do with it &#8212; that&#8217;s what compounds.</p><p>Stop reading. Start doing.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><strong>Liked the post? Subscribe!</strong></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p></p>]]></content:encoded></item><item><title><![CDATA[The Truth About AI Ethics]]></title><description><![CDATA[Some Interesting Notions and Their Truth]]></description><link>https://www.christianfarioli.com/p/77-the-truth-about-ai-ethics</link><guid isPermaLink="false">https://www.christianfarioli.com/p/77-the-truth-about-ai-ethics</guid><dc:creator><![CDATA[Prof. Christian Farioli]]></dc:creator><pubDate>Mon, 26 May 2025 15:55:21 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/6c886c07-0a2c-40cf-af82-7a252d7b379d_1456x1048.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Hello!<br><br>This is the final Newsletter in our AI fundamentals for CEOs newsletter.<br></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!uh4k!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc18f2683-5d0b-4e0b-bb0b-c3a7b698376b_4359x1532.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!uh4k!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc18f2683-5d0b-4e0b-bb0b-c3a7b698376b_4359x1532.heic 424w, https://substackcdn.com/image/fetch/$s_!uh4k!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc18f2683-5d0b-4e0b-bb0b-c3a7b698376b_4359x1532.heic 848w, https://substackcdn.com/image/fetch/$s_!uh4k!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc18f2683-5d0b-4e0b-bb0b-c3a7b698376b_4359x1532.heic 1272w, https://substackcdn.com/image/fetch/$s_!uh4k!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc18f2683-5d0b-4e0b-bb0b-c3a7b698376b_4359x1532.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!uh4k!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc18f2683-5d0b-4e0b-bb0b-c3a7b698376b_4359x1532.heic" width="1456" height="512" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c18f2683-5d0b-4e0b-bb0b-c3a7b698376b_4359x1532.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:512,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:97966,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/164488805?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc18f2683-5d0b-4e0b-bb0b-c3a7b698376b_4359x1532.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!uh4k!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc18f2683-5d0b-4e0b-bb0b-c3a7b698376b_4359x1532.heic 424w, https://substackcdn.com/image/fetch/$s_!uh4k!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc18f2683-5d0b-4e0b-bb0b-c3a7b698376b_4359x1532.heic 848w, https://substackcdn.com/image/fetch/$s_!uh4k!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc18f2683-5d0b-4e0b-bb0b-c3a7b698376b_4359x1532.heic 1272w, https://substackcdn.com/image/fetch/$s_!uh4k!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc18f2683-5d0b-4e0b-bb0b-c3a7b698376b_4359x1532.heic 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Read the entire series. <strong>Subscribe</strong>!</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p></p><p>Artificial Intelligence (AI) is in the news every day.</p><p>&#8206; </p><p>People say it will take our jobs,</p><p>And it&#8217;ll rule the world,</p><p>Or fix all our problems.</p><p>&#8206; </p><p>We often hear scary/exciting things and don&#8217;t know what to believe.</p><p>&#8206; </p><p>In this newsletter, I&#8217;ll talk about these myths and notions people have about AI.</p><p>&#8206; </p><p>I&#8217;ll try to separate what&#8217;s true and what is not.</p><p>This will help you, as a leader, make smart choices about using AI in your company.</p><p>&#8206; </p><h2><strong>Notion 1: "AI will replace humans"</strong></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!XuFX!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F528d5689-fbb7-4a7b-b1a9-64850abc3780_2938x1051.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!XuFX!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F528d5689-fbb7-4a7b-b1a9-64850abc3780_2938x1051.heic 424w, https://substackcdn.com/image/fetch/$s_!XuFX!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F528d5689-fbb7-4a7b-b1a9-64850abc3780_2938x1051.heic 848w, https://substackcdn.com/image/fetch/$s_!XuFX!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F528d5689-fbb7-4a7b-b1a9-64850abc3780_2938x1051.heic 1272w, https://substackcdn.com/image/fetch/$s_!XuFX!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F528d5689-fbb7-4a7b-b1a9-64850abc3780_2938x1051.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!XuFX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F528d5689-fbb7-4a7b-b1a9-64850abc3780_2938x1051.heic" width="1456" height="521" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/528d5689-fbb7-4a7b-b1a9-64850abc3780_2938x1051.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:521,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:61760,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/164488805?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F528d5689-fbb7-4a7b-b1a9-64850abc3780_2938x1051.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!XuFX!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F528d5689-fbb7-4a7b-b1a9-64850abc3780_2938x1051.heic 424w, https://substackcdn.com/image/fetch/$s_!XuFX!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F528d5689-fbb7-4a7b-b1a9-64850abc3780_2938x1051.heic 848w, https://substackcdn.com/image/fetch/$s_!XuFX!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F528d5689-fbb7-4a7b-b1a9-64850abc3780_2938x1051.heic 1272w, https://substackcdn.com/image/fetch/$s_!XuFX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F528d5689-fbb7-4a7b-b1a9-64850abc3780_2938x1051.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>People worry that AI will take everyone&#8217;s job.</p><p>That robots and machines will do all the work.</p><p>And we&#8217;&#8217;ll have nothing to do.</p><p>&#8206; </p><p>This sounds scary, but not true.</p><p>&#8206; </p><p>Of all the real world-examples we&#8217;ve seen, companies that use AI to help people, not replace them, always perform better than the rest.</p><p>&#8206; </p><p>For example:</p><p>General Motors and GE use AI with their workers.</p><p>&#8206; </p><p>AI helps with hard tasks (calculation, pattern recognition, prediction etc)</p><p>And people do the thinking and decision-making.</p><p>&#8206; </p><p><strong>What should you do as a leader?</strong></p><p>Think of AI as a teammate.</p><ol><li><p>Let it do the boring or hard parts.</p></li><li><p>Let your people do the thinking, leading, and caring parts.</p></li></ol><p>&#8206; </p><p>This way, everyone wins.</p><p></p><div><hr></div><h2>&#8206; <strong>Notion 2: "Ethics slows down innovation"</strong></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!EoC1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf767241-342b-448b-8ed1-84b80a81ac54_2920x1198.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!EoC1!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf767241-342b-448b-8ed1-84b80a81ac54_2920x1198.heic 424w, https://substackcdn.com/image/fetch/$s_!EoC1!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf767241-342b-448b-8ed1-84b80a81ac54_2920x1198.heic 848w, https://substackcdn.com/image/fetch/$s_!EoC1!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf767241-342b-448b-8ed1-84b80a81ac54_2920x1198.heic 1272w, https://substackcdn.com/image/fetch/$s_!EoC1!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf767241-342b-448b-8ed1-84b80a81ac54_2920x1198.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!EoC1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf767241-342b-448b-8ed1-84b80a81ac54_2920x1198.heic" width="1456" height="597" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cf767241-342b-448b-8ed1-84b80a81ac54_2920x1198.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:597,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:55722,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/164488805?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf767241-342b-448b-8ed1-84b80a81ac54_2920x1198.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!EoC1!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf767241-342b-448b-8ed1-84b80a81ac54_2920x1198.heic 424w, https://substackcdn.com/image/fetch/$s_!EoC1!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf767241-342b-448b-8ed1-84b80a81ac54_2920x1198.heic 848w, https://substackcdn.com/image/fetch/$s_!EoC1!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf767241-342b-448b-8ed1-84b80a81ac54_2920x1198.heic 1272w, https://substackcdn.com/image/fetch/$s_!EoC1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf767241-342b-448b-8ed1-84b80a81ac54_2920x1198.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p></p><p>Some people think that if you focus on ethics, you will be too slow.</p><p>They think rules and safety will stop the company from growing fast.</p><p>&#8206; </p><p>But that&#8217;s not only false. It&#8217;s funny.</p><p>&#8206; </p><p>Big companies like Microsoft and Salesforce use strong ethical rules with their AI.</p><p>And they are doing great.</p><p>&#8206; </p><p>They are growing and staying ahead of others.</p><p>&#8206; </p><p>Why? Because if you don&#8217;t think about ethics, you will make mistakes.</p><p>And those mistakes will cost you well.</p><p>&#8206; </p><p>&#8594; A lot of money.</p><p>&#8594; And a lot of trust.</p><p>&#8206; </p><p>Like an AI that treats customers unfairly. Or a product that breaks laws.</p><p>&#8206; </p><p><strong>What should you do as a leader?</strong></p><p>Build ethics into your work from day one.</p><p>It&#8217;s easier and cheaper to make AI safe from the start than to fix problems later.</p><div><hr></div><h2><strong>Notion 3: "AI is neutral&#8212;it's just math"</strong></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!b1B7!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1aacea8a-73ee-458e-8915-c013597ba840_1134x307.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!b1B7!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1aacea8a-73ee-458e-8915-c013597ba840_1134x307.heic 424w, https://substackcdn.com/image/fetch/$s_!b1B7!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1aacea8a-73ee-458e-8915-c013597ba840_1134x307.heic 848w, https://substackcdn.com/image/fetch/$s_!b1B7!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1aacea8a-73ee-458e-8915-c013597ba840_1134x307.heic 1272w, https://substackcdn.com/image/fetch/$s_!b1B7!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1aacea8a-73ee-458e-8915-c013597ba840_1134x307.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!b1B7!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1aacea8a-73ee-458e-8915-c013597ba840_1134x307.heic" width="1134" height="307" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1aacea8a-73ee-458e-8915-c013597ba840_1134x307.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:307,&quot;width&quot;:1134,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:32215,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/164488805?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1aacea8a-73ee-458e-8915-c013597ba840_1134x307.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!b1B7!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1aacea8a-73ee-458e-8915-c013597ba840_1134x307.heic 424w, https://substackcdn.com/image/fetch/$s_!b1B7!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1aacea8a-73ee-458e-8915-c013597ba840_1134x307.heic 848w, https://substackcdn.com/image/fetch/$s_!b1B7!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1aacea8a-73ee-458e-8915-c013597ba840_1134x307.heic 1272w, https://substackcdn.com/image/fetch/$s_!b1B7!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1aacea8a-73ee-458e-8915-c013597ba840_1134x307.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Some think AI cannot be unfair.</p><p>They say it is just numbers and data.</p><p>But that is not how it works.</p><p>&#8206; </p><p>AI learns from data.</p><p>And if that data has bias, the AI will learn the bias too.</p><p>&#8206; </p><p>For example, if the data shows men getting more job offers, the AI might think only men should be hired.</p><p>&#8206; </p><p>This is not fair, and it can hurt people.</p><p>&#8206; </p><p><strong>What should you do as a leader?</strong></p><p>Check your AI systems often.</p><p>See how they make choices.</p><p>&#8206; </p><p>Make sure you have different kinds of people on your team.</p><p>Use fairness as something you measure and improve.</p><p></p><div><hr></div><h1>Resources of the week:&#8206; </h1><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;f0b8c31d-2781-48eb-888a-0bf269c4f262&quot;,&quot;caption&quot;:&quot;&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;size&quot;:&quot;lg&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;GPT Handbook worth $99, Capgemini AI Whitepaper&#8230; and more&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:176098215,&quot;name&quot;:&quot;Prof. Christian Farioli&quot;,&quot;bio&quot;:&quot;Hi, I&#8217;m Professor Christian Farioli. I train executives to become next-gen AI leaders. Beyond that, I&#8217;m the CEO of ESD Dubai &#8212; one of Dubai&#8217;s biggest marketing agencies. Our clientele includes names such as Pfizer, Huawei, Armani, Oracle etc.&quot;,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/094a206e-9e26-4156-9ff2-b42d138130ed_4000x4000.jpeg&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2025-05-24T15:12:48.483Z&quot;,&quot;cover_image&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/18c61d7e-1d01-4b2d-866d-6e70905b4a9b_1456x1048.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://chrisfarioli.substack.com/p/gpt-handbook-worth-99-capgemini-ai&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:164302944,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:2,&quot;comment_count&quot;:0,&quot;publication_id&quot;:null,&quot;publication_name&quot;:&quot;Prof.&#8217;s Substack&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F094a206e-9e26-4156-9ff2-b42d138130ed_4000x4000.jpeg&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><div><hr></div><h2><strong>Notion 4: "We can worry about rules later"</strong></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!YcDs!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9951c2ca-c6fb-4116-b8a1-66e782406e98_700x449.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!YcDs!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9951c2ca-c6fb-4116-b8a1-66e782406e98_700x449.heic 424w, https://substackcdn.com/image/fetch/$s_!YcDs!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9951c2ca-c6fb-4116-b8a1-66e782406e98_700x449.heic 848w, https://substackcdn.com/image/fetch/$s_!YcDs!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9951c2ca-c6fb-4116-b8a1-66e782406e98_700x449.heic 1272w, https://substackcdn.com/image/fetch/$s_!YcDs!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9951c2ca-c6fb-4116-b8a1-66e782406e98_700x449.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!YcDs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9951c2ca-c6fb-4116-b8a1-66e782406e98_700x449.heic" width="700" height="449" 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srcset="https://substackcdn.com/image/fetch/$s_!YcDs!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9951c2ca-c6fb-4116-b8a1-66e782406e98_700x449.heic 424w, https://substackcdn.com/image/fetch/$s_!YcDs!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9951c2ca-c6fb-4116-b8a1-66e782406e98_700x449.heic 848w, https://substackcdn.com/image/fetch/$s_!YcDs!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9951c2ca-c6fb-4116-b8a1-66e782406e98_700x449.heic 1272w, https://substackcdn.com/image/fetch/$s_!YcDs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9951c2ca-c6fb-4116-b8a1-66e782406e98_700x449.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Some leaders wait.</p><p>They think they can add rules later, after they build the AI.</p><p>&#8206; </p><p>But by then, it might be too late.</p><p>&#8206; </p><p>Laws about AI are already here.</p><p>In Europe, the AI Act is strong.</p><p>&#8206; </p><p>If you break rules, you may have to pay big fines.</p><p>&#8206; </p><p>And above that, It&#8217;s not just about the law.</p><p>It&#8217;s about trust.</p><p>Customers want to know you are careful and safe with AI.</p><p>&#8206; </p><p><strong>What should you do as a leader?</strong></p><p>Make a team that thinks about rules and safety now.</p><p>Ask: </p><ul><li><p>What is the right thing to do?</p></li><li><p>What can go wrong?</p></li><li><p>How do we stop harm?</p><p></p></li></ul><div><hr></div><h2><strong>Notion 5: "AI needs to be super smart to be risky"</strong></h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!tCKu!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf1c1508-63c0-4688-9feb-36f48b8e36e6_2920x1198.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!tCKu!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdf1c1508-63c0-4688-9feb-36f48b8e36e6_2920x1198.heic 424w, 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class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Many people think that only super-smart AI is dangerous.</p><p>Like robots that think like humans.</p><p>&#8206; </p><p>But the truth is, even simple AI can cause big problems.</p><p>For example, a basic AI that picks which loan to approve can hurt people if it learns unfair things.</p><p>&#8206; </p><p>It may say no to people who should get a loan.</p><p>And they don&#8217;t even know why!</p><p></p><p>Even small AI can cause big harm if not checked.</p><p></p><p><strong>What should you do as a leader?</strong></p><p>Don&#8217;t wait for super-smart AI to think about safety. Start now.</p><p>Every AI, big or small, needs rules, care, and checks.</p><div><hr></div><h2>Summing it Up</h2><p>The truth is simple: Ethics and risk are not blockers.</p><p>They are part of good business.</p><p>&#8206; </p><p>They help you grow in the right way.</p><p>&#8206; </p><p><strong>What to do now?</strong> Ask your team:</p><ul><li><p>Are we using AI safely?</p></li><li><p>Are we being fair?</p></li><li><p>Are we thinking about people, not just tech?</p></li></ul><p>&#8206; </p><p>Be the leader who builds AI that helps everyone.</p><p>It&#8217;s shouldn&#8217;t be just smart. It&#8217;s needs to be right.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">World&#8217;s simplest AI education. From world&#8217;s leading AI expert.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p></p>]]></content:encoded></item><item><title><![CDATA[What Will AI Do to Our Jobs? ]]></title><description><![CDATA[And what can leaders do about it?]]></description><link>https://www.christianfarioli.com/p/67what-will-ai-do-to-our-jobs</link><guid isPermaLink="false">https://www.christianfarioli.com/p/67what-will-ai-do-to-our-jobs</guid><dc:creator><![CDATA[Prof. Christian Farioli]]></dc:creator><pubDate>Sun, 18 May 2025 07:56:56 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/399cf5c0-8191-446d-9cc4-375402abde4a_1456x1048.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Hello!</p><p>This is our 6th Newsletter in the &#8220;AI Fundamentals&#8221; series.</p><p>If you haven&#8217;t checked out the first five, <a href="https://chrisfarioli.substack.com/t/ai-fundamentals-playbook">click here!</a></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!YQjQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F63bb9222-ac0e-4bf4-9229-b0e5e3bf5ea3_4052x1568.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!YQjQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F63bb9222-ac0e-4bf4-9229-b0e5e3bf5ea3_4052x1568.heic 424w, https://substackcdn.com/image/fetch/$s_!YQjQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F63bb9222-ac0e-4bf4-9229-b0e5e3bf5ea3_4052x1568.heic 848w, https://substackcdn.com/image/fetch/$s_!YQjQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F63bb9222-ac0e-4bf4-9229-b0e5e3bf5ea3_4052x1568.heic 1272w, https://substackcdn.com/image/fetch/$s_!YQjQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F63bb9222-ac0e-4bf4-9229-b0e5e3bf5ea3_4052x1568.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!YQjQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F63bb9222-ac0e-4bf4-9229-b0e5e3bf5ea3_4052x1568.heic" width="1456" height="563" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/63bb9222-ac0e-4bf4-9229-b0e5e3bf5ea3_4052x1568.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:563,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:104608,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/163262200?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F63bb9222-ac0e-4bf4-9229-b0e5e3bf5ea3_4052x1568.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" 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class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h1><br>Before We Start, I&#8217;ve Something Interesting To Share!</h1><p>I&#8217;m starting a new &#8220;AI Newsletter Series&#8221; this week.</p><p>It&#8217;ll be all about <strong>How To Create AI Mini-employees (agents).</strong></p><ul><li><p>For managers</p></li><li><p>For HRs</p></li><li><p>For every mid-level leader!</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!v8y9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F115b6738-cc6f-4d36-96b1-66e0dfcf6068_2086x723.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!v8y9!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F115b6738-cc6f-4d36-96b1-66e0dfcf6068_2086x723.heic 424w, https://substackcdn.com/image/fetch/$s_!v8y9!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F115b6738-cc6f-4d36-96b1-66e0dfcf6068_2086x723.heic 848w, https://substackcdn.com/image/fetch/$s_!v8y9!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F115b6738-cc6f-4d36-96b1-66e0dfcf6068_2086x723.heic 1272w, https://substackcdn.com/image/fetch/$s_!v8y9!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F115b6738-cc6f-4d36-96b1-66e0dfcf6068_2086x723.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!v8y9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F115b6738-cc6f-4d36-96b1-66e0dfcf6068_2086x723.heic" width="1456" height="505" 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srcset="https://substackcdn.com/image/fetch/$s_!v8y9!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F115b6738-cc6f-4d36-96b1-66e0dfcf6068_2086x723.heic 424w, https://substackcdn.com/image/fetch/$s_!v8y9!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F115b6738-cc6f-4d36-96b1-66e0dfcf6068_2086x723.heic 848w, https://substackcdn.com/image/fetch/$s_!v8y9!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F115b6738-cc6f-4d36-96b1-66e0dfcf6068_2086x723.heic 1272w, https://substackcdn.com/image/fetch/$s_!v8y9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F115b6738-cc6f-4d36-96b1-66e0dfcf6068_2086x723.heic 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><strong>Don&#8217;t miss out!</strong></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><h2>People fear that AI will take our jobs.</h2><p>Is that really true?</p><p>Will AI <em>replace</em> people? <br>Or just changes the work?<br><br>This newsletter dives deep into these fun but serious questions.<br><br>Let&#8217;s begin!</p><div><hr></div><h2>1. <strong>AI Replaces Tasks &#8212; Not Entire Jobs</strong></h2><p>People think that AI will replace their entire jobs.</p><p>That one machine will do the entire work of a person or a team.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!C6pi!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e62fab-7336-463a-a75a-233433189709_3517x1714.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!C6pi!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e62fab-7336-463a-a75a-233433189709_3517x1714.heic 424w, https://substackcdn.com/image/fetch/$s_!C6pi!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e62fab-7336-463a-a75a-233433189709_3517x1714.heic 848w, https://substackcdn.com/image/fetch/$s_!C6pi!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e62fab-7336-463a-a75a-233433189709_3517x1714.heic 1272w, https://substackcdn.com/image/fetch/$s_!C6pi!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e62fab-7336-463a-a75a-233433189709_3517x1714.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!C6pi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e62fab-7336-463a-a75a-233433189709_3517x1714.heic" width="1456" height="710" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e0e62fab-7336-463a-a75a-233433189709_3517x1714.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:710,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:118607,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/163262200?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e62fab-7336-463a-a75a-233433189709_3517x1714.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!C6pi!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e62fab-7336-463a-a75a-233433189709_3517x1714.heic 424w, https://substackcdn.com/image/fetch/$s_!C6pi!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e62fab-7336-463a-a75a-233433189709_3517x1714.heic 848w, https://substackcdn.com/image/fetch/$s_!C6pi!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e62fab-7336-463a-a75a-233433189709_3517x1714.heic 1272w, https://substackcdn.com/image/fetch/$s_!C6pi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e62fab-7336-463a-a75a-233433189709_3517x1714.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>However, that isn&#8217;t how AI works.</p><p>&#8206; </p><p>See.</p><p>Most jobs are made up of 100s of tasks &#8212; not just one.</p><p>&#8206; </p><p><strong>&#8594; Some tasks are repetitive.</strong></p><p>(like filling forms or checking emails)</p><p><strong>&#8594; Others need specialized intelligence</strong></p><p>(like thinking, caring, teamwork)</p><p>&#8206; </p><p>AI is excellent at the first type.<br>But it&#8216;s bad and untrustworthy with the second.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!MwMB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d8c25f4-aea8-48f0-b0bd-266c354e53ea_3517x1714.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!MwMB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d8c25f4-aea8-48f0-b0bd-266c354e53ea_3517x1714.heic 424w, https://substackcdn.com/image/fetch/$s_!MwMB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d8c25f4-aea8-48f0-b0bd-266c354e53ea_3517x1714.heic 848w, https://substackcdn.com/image/fetch/$s_!MwMB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d8c25f4-aea8-48f0-b0bd-266c354e53ea_3517x1714.heic 1272w, https://substackcdn.com/image/fetch/$s_!MwMB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d8c25f4-aea8-48f0-b0bd-266c354e53ea_3517x1714.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!MwMB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d8c25f4-aea8-48f0-b0bd-266c354e53ea_3517x1714.heic" width="1456" height="710" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2d8c25f4-aea8-48f0-b0bd-266c354e53ea_3517x1714.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:710,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:96169,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/163262200?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d8c25f4-aea8-48f0-b0bd-266c354e53ea_3517x1714.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!MwMB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d8c25f4-aea8-48f0-b0bd-266c354e53ea_3517x1714.heic 424w, https://substackcdn.com/image/fetch/$s_!MwMB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d8c25f4-aea8-48f0-b0bd-266c354e53ea_3517x1714.heic 848w, https://substackcdn.com/image/fetch/$s_!MwMB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d8c25f4-aea8-48f0-b0bd-266c354e53ea_3517x1714.heic 1272w, https://substackcdn.com/image/fetch/$s_!MwMB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2d8c25f4-aea8-48f0-b0bd-266c354e53ea_3517x1714.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p></p><p>In simple words: AI can&#8217;t replace human judgment.</p><p>It can&#8217;t take responsibility for its decisions.</p><p>&#8206; </p><p><strong>Example:</strong><br>A customer service rep handles 30 queries a day &#8212; 20 repetitive, 10 complex.</p><p>&#8206; <br>AI might answer 20 common ones &#8212; but the rest need empathy, judgment, or escalation.</p><p></p><h3>What Leaders Should Do</h3><ul><li><p>Don&#8217;t ask: <em>&#8220;Will AI take this job?&#8221;</em><br>Ask: <em>&#8220;Which parts of this job can AI do better?&#8221;</em></p></li></ul><p>&#8206; </p><ul><li><p>Break jobs into tasks.<br>Identify what can be automated. Keep the rest human.</p></li></ul><p>&#8206; </p><ul><li><p>Support people to shift from &#8220;doing&#8221; to &#8220;thinking.&#8221;</p></li></ul><div><hr></div><h2>2. <strong>Automation Is Not the End Goal</strong></h2><p>Automation is a BIG feature of AI.</p><p>It saves time and makes things faster.</p><p>&#8206; </p><p>However, faster isn&#8217;t always smarter.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!I5Ma!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb27459f8-74d5-4e4d-9840-a151d32aa476_6205x2272.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!I5Ma!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb27459f8-74d5-4e4d-9840-a151d32aa476_6205x2272.heic 424w, https://substackcdn.com/image/fetch/$s_!I5Ma!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb27459f8-74d5-4e4d-9840-a151d32aa476_6205x2272.heic 848w, https://substackcdn.com/image/fetch/$s_!I5Ma!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb27459f8-74d5-4e4d-9840-a151d32aa476_6205x2272.heic 1272w, https://substackcdn.com/image/fetch/$s_!I5Ma!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb27459f8-74d5-4e4d-9840-a151d32aa476_6205x2272.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!I5Ma!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb27459f8-74d5-4e4d-9840-a151d32aa476_6205x2272.heic" width="1456" height="533" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b27459f8-74d5-4e4d-9840-a151d32aa476_6205x2272.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:533,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:596266,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/163262200?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb27459f8-74d5-4e4d-9840-a151d32aa476_6205x2272.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!I5Ma!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb27459f8-74d5-4e4d-9840-a151d32aa476_6205x2272.heic 424w, https://substackcdn.com/image/fetch/$s_!I5Ma!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb27459f8-74d5-4e4d-9840-a151d32aa476_6205x2272.heic 848w, https://substackcdn.com/image/fetch/$s_!I5Ma!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb27459f8-74d5-4e4d-9840-a151d32aa476_6205x2272.heic 1272w, https://substackcdn.com/image/fetch/$s_!I5Ma!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb27459f8-74d5-4e4d-9840-a151d32aa476_6205x2272.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Consider this scinerio:</p><ul><li><p>A finance team may use AI to process invoices faster.</p></li><li><p>Great! They now save 20 hours a week!</p></li><li><p>But what do they do with that time?</p></li></ul><p>If nothing changes, they&#8217;re just rushing the same work.</p><p>&#8206; </p><p><strong>The real value of AI is in its assistance, not automation.</strong></p><p>&#8206; </p><p>AI can do more than automate &#8212; it can assist.</p><ul><li><p>It can highlight errors.</p></li><li><p>It can suggest ideas.</p></li><li><p>It can even predict problems.</p></li></ul><p>&#8206; </p><p><strong>Example:</strong></p><p>In healthcare, AI can read thousands of scans. And doctors may spend more time diagnosing.</p><p>Humans stay in control. But with better tools.</p><p>&#8206; </p><h3>What Leaders Should Do</h3><ul><li><p>Shift your mindset: AI is a partner, not a replacement.</p></li><li><p>Train teams to <em>use</em> AI, not just accept it.</p></li><li><p>Redesign workflows &#8212; don&#8217;t just speed them up.</p></li></ul><div><hr></div><h2>3. <strong>High-Skill Jobs Are Changing Too</strong></h2><p>There&#8217;s a common myth that &#8220;AI will only impact the low-skill, manual jobs&#8221;.</p><p>However, this is furthest from truth.</p><h3>&#8206; </h3><p>AI now:</p><ul><li><p>Writes emails</p></li><li><p>Analyzes contracts</p></li><li><p>Makes legal drafts</p></li><li><p>Writes code</p></li></ul><p>&#8206; </p><p><strong>High-skill jobs</strong> are changing too. </p><p>Not disappearing, but changing.</p><p>&#8206; </p><p>Because even the high-skill jobs rely on:</p><ul><li><p>Writing</p></li><li><p>Problem-solving</p></li><li><p>Data analysis</p></li></ul><p>Exactly what modern AI competent at.</p><p>&#8206; </p><h3>What Leaders Should Do</h3><p>&#8594; Encourage cross-skill training.</p><p>&#8594; Help teams stay adaptable &#8212; not just specialized.</p><p>&#8594; Teach people to ask better questions &#8212; and evaluate AI&#8217;s answers.</p><div><hr></div><h2>A Simple Framework for the Future</h2><p>Don&#8217;t ask: <em>&#8220;Will AI take our jobs?&#8221;</em></p><p>Ask: <em>&#8220;How will AI change our jobs?&#8221;</em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!TEMS!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2279a6c1-b843-4eaf-86ca-07d3a7cb00d2_1276x577.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!TEMS!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2279a6c1-b843-4eaf-86ca-07d3a7cb00d2_1276x577.heic 424w, https://substackcdn.com/image/fetch/$s_!TEMS!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2279a6c1-b843-4eaf-86ca-07d3a7cb00d2_1276x577.heic 848w, https://substackcdn.com/image/fetch/$s_!TEMS!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2279a6c1-b843-4eaf-86ca-07d3a7cb00d2_1276x577.heic 1272w, https://substackcdn.com/image/fetch/$s_!TEMS!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2279a6c1-b843-4eaf-86ca-07d3a7cb00d2_1276x577.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!TEMS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2279a6c1-b843-4eaf-86ca-07d3a7cb00d2_1276x577.heic" width="1276" height="577" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2279a6c1-b843-4eaf-86ca-07d3a7cb00d2_1276x577.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:577,&quot;width&quot;:1276,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:13019,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/163262200?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2279a6c1-b843-4eaf-86ca-07d3a7cb00d2_1276x577.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!TEMS!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2279a6c1-b843-4eaf-86ca-07d3a7cb00d2_1276x577.heic 424w, https://substackcdn.com/image/fetch/$s_!TEMS!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2279a6c1-b843-4eaf-86ca-07d3a7cb00d2_1276x577.heic 848w, https://substackcdn.com/image/fetch/$s_!TEMS!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2279a6c1-b843-4eaf-86ca-07d3a7cb00d2_1276x577.heic 1272w, https://substackcdn.com/image/fetch/$s_!TEMS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2279a6c1-b843-4eaf-86ca-07d3a7cb00d2_1276x577.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p></p><p>Use this simple model:</p><ul><li><p><strong>Replace</strong>: Let AI handle routine, low-thinking tasks. </p></li><li><p><strong>Assist</strong>: Use AI to boost insights and decisions. </p></li><li><p><strong>Elevate</strong>: Shift people to focus on strategy, empathy, leadership.</p></li></ul><p><strong>All three</strong> can happen in the same job &#8212; or the same day.</p><div><hr></div><h2>What Leaders Can Do &#8212; Starting Now</h2><h4>1. <strong>Break Jobs into Tasks</strong></h4><p>Don&#8217;t look at job titles.<br>Look at daily tasks &#8212; one by one.</p><ul><li><p>Identify:</p><ul><li><p>What can be automated?</p></li><li><p>What needs human touch?</p></li></ul></li></ul><p>&#8206; </p><h4>2. <strong>Focus on &#8220;Why&#8221; &#8212; Not Just &#8220;Who&#8221;</strong></h4><p>Instead of asking <em>&#8220;Who does this task?&#8221;</em>, ask:</p><ul><li><p>&#8220;Why does this task exist?&#8221;</p></li><li><p>&#8220;What&#8217;s the outcome we want?&#8221;</p></li></ul><p>This helps teams work smarter &#8212; not just faster.</p><p>&#8206; </p><h4>3. <strong>Train Teams to Use AI Well</strong></h4><ul><li><p>Teach prompt writing &#8212; how to ask AI better questions.</p></li><li><p>Encourage checking &#8212; AI helps, but humans lead.</p></li><li><p>Build habits &#8212; ask, verify, and refine with AI support.</p></li></ul><p></p><div><hr></div><p>AI is not the enemy of jobs.<br>It&#8217;s the end of <em>old</em> jobs &#8212; and the start of better ones.</p><p>Work becomes more human, not less.</p><ul><li><p>Less time on repetitive work.</p></li><li><p>More time on creative thinking, teamwork, and strategy.</p></li></ul><p>The real question isn&#8217;t &#8220;Will AI replace us?&#8221;<br>It&#8217;s &#8220;<strong>What will we do &#8212; now that AI can handle the small stuff</strong>?&#8221;</p><p></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><strong>Get this &#8220;AI Playbook for CEOs&#8221; Series &amp; all Future Series Here!</strong></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p></p>]]></content:encoded></item><item><title><![CDATA[Generative AI: Explained Like You're 5]]></title><description><![CDATA[A Beginner&#8217;s Guide for Business Leaders]]></description><link>https://www.christianfarioli.com/p/generative-ai-explained-like-youre</link><guid isPermaLink="false">https://www.christianfarioli.com/p/generative-ai-explained-like-youre</guid><dc:creator><![CDATA[Prof. Christian Farioli]]></dc:creator><pubDate>Sat, 10 May 2025 15:38:28 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/8e8c286c-35fb-45f7-a41a-3cd378c33227_1456x1048.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Hey, Hey, Hey &#128075; </p><p>Welcome to the 5th installment of our &#8220;AI Fundamentals&#8221; series!</p><p>If you haven&#8217;t checked out the first four, <a href="https://chrisfarioli.substack.com/t/ai-fundamentals-playbook">click here!</a></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!JM8C!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdfdbfb07-8201-472b-9242-554f6e58e0ef_4388x1691.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!JM8C!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdfdbfb07-8201-472b-9242-554f6e58e0ef_4388x1691.heic 424w, https://substackcdn.com/image/fetch/$s_!JM8C!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdfdbfb07-8201-472b-9242-554f6e58e0ef_4388x1691.heic 848w, 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srcset="https://substackcdn.com/image/fetch/$s_!JM8C!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdfdbfb07-8201-472b-9242-554f6e58e0ef_4388x1691.heic 424w, https://substackcdn.com/image/fetch/$s_!JM8C!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdfdbfb07-8201-472b-9242-554f6e58e0ef_4388x1691.heic 848w, https://substackcdn.com/image/fetch/$s_!JM8C!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdfdbfb07-8201-472b-9242-554f6e58e0ef_4388x1691.heic 1272w, https://substackcdn.com/image/fetch/$s_!JM8C!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdfdbfb07-8201-472b-9242-554f6e58e0ef_4388x1691.heic 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><strong>Join this &#8220;AI Playbook for CEOs&#8221; Series For FREE!</strong></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p>&#8206; </p><p>Generative AI isn&#8217;t sci-fi anymore.</p><p>&#8206; </p><p>It&#8217;s here. It&#8217;s working.</p><p>In marketing, HR, design, and more. </p><p>&#8206; </p><p>This newsletter will cut the noise. </p><p>&#8206; </p><p>And it&#8217;ll help you understand:</p><ul><li><p>What generative AI  really is?</p></li><li><p>How it works?</p></li><li><p>How you can use it in your business? </p></li></ul><p>&#8206; </p><p>Let&#8217;s dive in.</p><h1>What Is Generative AI?</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!CYPA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F852ab072-bad1-4f57-977f-d0a05e7545e0_4909x1583.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!CYPA!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F852ab072-bad1-4f57-977f-d0a05e7545e0_4909x1583.heic 424w, https://substackcdn.com/image/fetch/$s_!CYPA!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F852ab072-bad1-4f57-977f-d0a05e7545e0_4909x1583.heic 848w, https://substackcdn.com/image/fetch/$s_!CYPA!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F852ab072-bad1-4f57-977f-d0a05e7545e0_4909x1583.heic 1272w, https://substackcdn.com/image/fetch/$s_!CYPA!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F852ab072-bad1-4f57-977f-d0a05e7545e0_4909x1583.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!CYPA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F852ab072-bad1-4f57-977f-d0a05e7545e0_4909x1583.heic" width="1456" height="470" 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class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Generative AI is a kind of AI that doesn&#8217;t just analyze data &#8212; <strong>it creates new things.</strong> </p><ul><li><p>Texts. </p></li><li><p>Images. </p></li><li><p>Code. </p></li><li><p>Videos. </p></li><li><p>Even music.</p></li></ul><p>&#8206; </p><p>It first learns from huge amounts of data. </p><p>Then, based on your instructions (called prompts), it makes something new.</p><p>&#8206; </p><p>Like a super-smart assistant who can write, draw, brainstorm, and help you work faster.</p><p>&#8206; </p><p>Examples:</p><ul><li><p>GPT-4 (like ChatGPT) writes articles, emails, plans, and summaries.</p></li><li><p>Midjourney turns words into images &#8212; like logos, product sketches, or art.</p></li></ul><p>&#8206; </p><p>These tools are available today. And businesses are already using them.</p><h2>How it works?</h2><p>Generative AI runs on models. </p><p>These models are ML systems trained on huge datasets. Like all of Wikipedia, books, websites, and photos.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!GcvG!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9108efa3-6f55-4827-b007-0264956e86de_4047x1479.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!GcvG!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9108efa3-6f55-4827-b007-0264956e86de_4047x1479.heic 424w, https://substackcdn.com/image/fetch/$s_!GcvG!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9108efa3-6f55-4827-b007-0264956e86de_4047x1479.heic 848w, https://substackcdn.com/image/fetch/$s_!GcvG!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9108efa3-6f55-4827-b007-0264956e86de_4047x1479.heic 1272w, https://substackcdn.com/image/fetch/$s_!GcvG!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9108efa3-6f55-4827-b007-0264956e86de_4047x1479.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!GcvG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9108efa3-6f55-4827-b007-0264956e86de_4047x1479.heic" width="1456" height="532" 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srcset="https://substackcdn.com/image/fetch/$s_!GcvG!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9108efa3-6f55-4827-b007-0264956e86de_4047x1479.heic 424w, https://substackcdn.com/image/fetch/$s_!GcvG!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9108efa3-6f55-4827-b007-0264956e86de_4047x1479.heic 848w, https://substackcdn.com/image/fetch/$s_!GcvG!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9108efa3-6f55-4827-b007-0264956e86de_4047x1479.heic 1272w, https://substackcdn.com/image/fetch/$s_!GcvG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9108efa3-6f55-4827-b007-0264956e86de_4047x1479.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p></p><p>&#8594; The model learns patterns. </p><p>&#8594; It notices: </p><ul><li><p>how sentences work.</p></li><li><p>How pictures are built. </p></li><li><p>How humans express ideas.</p></li></ul><p>&#8594; On this  understanding, it creates something new.</p><p>&#8594; It fails, gets feedback, improves, and does this again.</p><p>&#8594; Once good enough, it can take your prompt &#8212; like "Write a birthday card for a CEO" &#8212; and create a fitting message.</p><p>&#8206; </p><p>These models are called "foundation models." </p><p>&#8220;Foundation&#8221; because they are the systems that support tools like GPT, Claude, Gemini, and DALL-E etc.</p><p>&#8206; &#8206; </p><p>They get better the more they're used. </p><h2>Use Cases In <strong>B</strong>usiness</h2><p>You don&#8217;t even have to guess&#8230;</p><p><strong>Companies globally are already using generative AI to save time and boost creativity.</strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!bK_H!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11037d5-0e7a-4af8-9ea4-00cd99806dd4_810x991.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!bK_H!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11037d5-0e7a-4af8-9ea4-00cd99806dd4_810x991.heic 424w, https://substackcdn.com/image/fetch/$s_!bK_H!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11037d5-0e7a-4af8-9ea4-00cd99806dd4_810x991.heic 848w, https://substackcdn.com/image/fetch/$s_!bK_H!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11037d5-0e7a-4af8-9ea4-00cd99806dd4_810x991.heic 1272w, https://substackcdn.com/image/fetch/$s_!bK_H!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11037d5-0e7a-4af8-9ea4-00cd99806dd4_810x991.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!bK_H!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11037d5-0e7a-4af8-9ea4-00cd99806dd4_810x991.heic" width="810" height="991" 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srcset="https://substackcdn.com/image/fetch/$s_!bK_H!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11037d5-0e7a-4af8-9ea4-00cd99806dd4_810x991.heic 424w, https://substackcdn.com/image/fetch/$s_!bK_H!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11037d5-0e7a-4af8-9ea4-00cd99806dd4_810x991.heic 848w, https://substackcdn.com/image/fetch/$s_!bK_H!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11037d5-0e7a-4af8-9ea4-00cd99806dd4_810x991.heic 1272w, https://substackcdn.com/image/fetch/$s_!bK_H!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11037d5-0e7a-4af8-9ea4-00cd99806dd4_810x991.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>&#8206; &#8206; </p><p>Here are some real-world examples:</p><p><strong>Marketing teams are using it to:</strong></p><ul><li><p>Write social posts.</p></li><li><p>Draft blog intros.</p></li><li><p>Summarize long articles.</p></li></ul><p>&#8206; </p><p><strong>Sales teams are using it to:</strong></p><ul><li><p>Personalize outreach emails.</p></li><li><p>Auto-generate pitch decks.</p></li><li><p>Create talking points from CRM data.</p></li></ul><p>&#8206; </p><p><strong>HR teams are using it to:</strong></p><ul><li><p>Draft job postings.</p></li><li><p>Screen and summarize resumes.</p></li><li><p>Prepare onboarding content.</p></li></ul><p>&#8206; </p><p><strong>Product &amp; Design teams are using it to:</strong></p><ul><li><p>Generate UI sketches.</p></li><li><p>Write product specs.</p></li><li><p>Turn user feedback into features.</p></li></ul><p>&#8206; </p><p><strong>Customer Support teams are using it to:</strong></p><ul><li><p>AI-powered chatbots that handle FAQs.</p></li><li><p>Email response drafting.</p></li><li><p>Ticket summarization for agents.</p></li></ul><p>Every department &#8212; not just IT &#8212; can use AI. </p><p>That&#8217;s the shift.</p><h2>&#8206;The Strategy &#8212; Buy, Boost, or Build</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!WWI-!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64138799-6edb-4ca1-b51f-87c83ba15642_1275x584.png" data-component-name="Image2ToDOM"><div 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src="https://substackcdn.com/image/fetch/$s_!WWI-!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64138799-6edb-4ca1-b51f-87c83ba15642_1275x584.png" width="1275" height="584" 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srcset="https://substackcdn.com/image/fetch/$s_!WWI-!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64138799-6edb-4ca1-b51f-87c83ba15642_1275x584.png 424w, https://substackcdn.com/image/fetch/$s_!WWI-!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64138799-6edb-4ca1-b51f-87c83ba15642_1275x584.png 848w, https://substackcdn.com/image/fetch/$s_!WWI-!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64138799-6edb-4ca1-b51f-87c83ba15642_1275x584.png 1272w, https://substackcdn.com/image/fetch/$s_!WWI-!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64138799-6edb-4ca1-b51f-87c83ba15642_1275x584.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>There are three main ways to adopt generative AI.</p><h3><strong>Buy</strong></h3><p>Use existing tools like ChatGPT, Midjourney, or Jasper. </p><p>These method is fast to deploy and low-cost.</p><p>&#8206; </p><h3><strong>Boost</strong></h3><p>Take the existing models and train them on your data. </p><p>Fine-tune the models with your products, tone, or history. </p><p>This method yields more accuracy and control.</p><p>&#8206; </p><h3><strong>Build</strong></h3><p>Build your own models from scratch. </p><p>This costs a lot. </p><p>But it offers full control and competitive advantage.</p><p>&#8206; </p><p>Best advice? Start simple. </p><ul><li><p>Buy first. </p></li><li><p>Boost when needed. </p></li><li><p>Build only if it&#8217;s core to your business model.</p></li></ul><p>This is how leading firms make "no-regrets bets" and "strategic bets."</p><p>&#8206; </p><h3>Human + Machine Teams</h3><p>AI is not here to replace people. </p><p>It&#8217;s here to support them.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Z_hM!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67a8b5fd-659c-4497-b69e-030f4cfe6cd5_1276x584.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Z_hM!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67a8b5fd-659c-4497-b69e-030f4cfe6cd5_1276x584.png 424w, https://substackcdn.com/image/fetch/$s_!Z_hM!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67a8b5fd-659c-4497-b69e-030f4cfe6cd5_1276x584.png 848w, https://substackcdn.com/image/fetch/$s_!Z_hM!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67a8b5fd-659c-4497-b69e-030f4cfe6cd5_1276x584.png 1272w, https://substackcdn.com/image/fetch/$s_!Z_hM!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67a8b5fd-659c-4497-b69e-030f4cfe6cd5_1276x584.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Z_hM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67a8b5fd-659c-4497-b69e-030f4cfe6cd5_1276x584.png" width="1276" height="584" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/67a8b5fd-659c-4497-b69e-030f4cfe6cd5_1276x584.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:584,&quot;width&quot;:1276,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:66005,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/163263679?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67a8b5fd-659c-4497-b69e-030f4cfe6cd5_1276x584.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Z_hM!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67a8b5fd-659c-4497-b69e-030f4cfe6cd5_1276x584.png 424w, https://substackcdn.com/image/fetch/$s_!Z_hM!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67a8b5fd-659c-4497-b69e-030f4cfe6cd5_1276x584.png 848w, https://substackcdn.com/image/fetch/$s_!Z_hM!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67a8b5fd-659c-4497-b69e-030f4cfe6cd5_1276x584.png 1272w, https://substackcdn.com/image/fetch/$s_!Z_hM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67a8b5fd-659c-4497-b69e-030f4cfe6cd5_1276x584.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Let AI handle the busy work &#8212; the drafts, the data, the dull parts.</p><p>Let humans focus on creativity, empathy, leadership, and decision-making.</p><p>&#8206; </p><p>Example:</p><ul><li><p>AI drafts a client proposal.</p></li><li><p>You edit it, refine it, and present it.</p></li></ul><p>&#8206; </p><p><strong>This approach is called the "Missing Middle."</strong> </p><p>It&#8217;s where people and machines combine strengths.</p><p>&#8206; </p><p>Firms that embrace this model see big productivity gains.</p><h2>Risks and Responsibility</h2><p><strong>Generative AI is powerful. </strong></p><p><strong>But it has limits and risks.</strong></p><p>&#8206; </p><p>It can make up facts.<br>It can reflect bias in its training data.<br>It can create legal or ethical challenges.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!uDyo!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd233287a-e756-46b7-9ddf-fb04918c10e6_1200x628.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!uDyo!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd233287a-e756-46b7-9ddf-fb04918c10e6_1200x628.jpeg 424w, https://substackcdn.com/image/fetch/$s_!uDyo!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd233287a-e756-46b7-9ddf-fb04918c10e6_1200x628.jpeg 848w, https://substackcdn.com/image/fetch/$s_!uDyo!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd233287a-e756-46b7-9ddf-fb04918c10e6_1200x628.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!uDyo!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd233287a-e756-46b7-9ddf-fb04918c10e6_1200x628.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!uDyo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd233287a-e756-46b7-9ddf-fb04918c10e6_1200x628.jpeg" width="1200" height="628" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d233287a-e756-46b7-9ddf-fb04918c10e6_1200x628.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:628,&quot;width&quot;:1200,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;AI Hallucinations: The Ethical Burdens of using ChatGPT | by Cooper White |  Medium&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="AI Hallucinations: The Ethical Burdens of using ChatGPT | by Cooper White |  Medium" title="AI Hallucinations: The Ethical Burdens of using ChatGPT | by Cooper White |  Medium" srcset="https://substackcdn.com/image/fetch/$s_!uDyo!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd233287a-e756-46b7-9ddf-fb04918c10e6_1200x628.jpeg 424w, https://substackcdn.com/image/fetch/$s_!uDyo!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd233287a-e756-46b7-9ddf-fb04918c10e6_1200x628.jpeg 848w, https://substackcdn.com/image/fetch/$s_!uDyo!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd233287a-e756-46b7-9ddf-fb04918c10e6_1200x628.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!uDyo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd233287a-e756-46b7-9ddf-fb04918c10e6_1200x628.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>That&#8217;s why the users of Gen AI must:</p><ul><li><p>Review all AI-generated content.</p></li><li><p>Keep humans in the loop.</p></li><li><p>Protect customer and company data.</p></li><li><p>Avoid blindly trusting the output.</p></li></ul><p>&#8206; </p><p>Also, train your team to ask smart questions. </p><p>That&#8217;s why "prompt engineering" is becoming a real job.</p><p>Good prompts get good results. </p><p>Bad prompts? You guessed it.</p><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/p/generative-ai-explained-like-youre?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption"><strong>Enjoying it?</strong></p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/p/generative-ai-explained-like-youre?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.christianfarioli.com/p/generative-ai-explained-like-youre?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div><h2>Long Term Projects</h2><p>Generative AI isn&#8217;t just another tool. It&#8217;s a shift. </p><p>Like the internet. </p><p>Like smartphones.</p><p>&#8206; </p><p>It changes how businesses operate, hire, serve customers, and grow.</p><p>&#8206; </p><p>Companies that adopt early get ahead. </p><ul><li><p>They attract talent. </p></li><li><p>They move faster. </p></li><li><p>They make smarter bets.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Nbir!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F544eb072-cb40-4dd3-980a-f3472138a104_1276x584.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Nbir!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F544eb072-cb40-4dd3-980a-f3472138a104_1276x584.png 424w, https://substackcdn.com/image/fetch/$s_!Nbir!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F544eb072-cb40-4dd3-980a-f3472138a104_1276x584.png 848w, https://substackcdn.com/image/fetch/$s_!Nbir!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F544eb072-cb40-4dd3-980a-f3472138a104_1276x584.png 1272w, https://substackcdn.com/image/fetch/$s_!Nbir!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F544eb072-cb40-4dd3-980a-f3472138a104_1276x584.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Nbir!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F544eb072-cb40-4dd3-980a-f3472138a104_1276x584.png" width="1276" height="584" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/544eb072-cb40-4dd3-980a-f3472138a104_1276x584.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:584,&quot;width&quot;:1276,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:71552,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/163263679?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F544eb072-cb40-4dd3-980a-f3472138a104_1276x584.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Nbir!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F544eb072-cb40-4dd3-980a-f3472138a104_1276x584.png 424w, https://substackcdn.com/image/fetch/$s_!Nbir!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F544eb072-cb40-4dd3-980a-f3472138a104_1276x584.png 848w, https://substackcdn.com/image/fetch/$s_!Nbir!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F544eb072-cb40-4dd3-980a-f3472138a104_1276x584.png 1272w, https://substackcdn.com/image/fetch/$s_!Nbir!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F544eb072-cb40-4dd3-980a-f3472138a104_1276x584.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>&#8206; </p><p>Ask yourself:</p><ul><li><p>What if our competitors use AI and we don&#8217;t?</p></li><li><p>Where could we test AI in the next 30 days?</p></li><li><p>How will this impact our workflows in 1 year?</p></li></ul><p>&#8206; </p><p>AI isn&#8217;t the future. It&#8217;s now.</p><h2>Some Gen AI Tools You Can Try Today</h2><p>Text:</p><ul><li><p>ChatGPT (OpenAI)</p></li><li><p>Claude (Anthropic)</p></li><li><p>Jasper (for marketing)</p></li></ul><p>Image:</p><ul><li><p>Midjourney</p></li><li><p>DALL&#183;E</p></li><li><p>Adobe Firefly</p></li></ul><p>Video:</p><ul><li><p>Runway ML</p></li><li><p>Synthesia</p></li></ul><p>Voice:</p><ul><li><p>Eleven Labs</p></li><li><p>Descript</p></li></ul><p>Documents:</p><ul><li><p>Notion AI</p></li><li><p>Grammarly Go</p></li><li><p>Microsoft Copilot</p></li></ul><p>Try one. Test it. See what changes.</p><h2>Conclusion</h2><p>Generative AI is not hard to understand. </p><p>(At least not after this newsletter)</p><p>&#8206; </p><ul><li><p>It creates content. </p></li><li><p>It saves time. </p></li><li><p>It helps people work smarter.</p></li></ul><p>&#8206; </p><p>Start by using off-the-shelf tools. </p><p>Train your teams. </p><p>Review output. </p><p>Build a culture of human + machine collaboration.</p><p>&#8206; </p><p>And remember &#8212; AI isn&#8217;t about replacing people. It&#8217;s about helping them do their best work.</p><p>&#8206; </p><p>Start small. Learn fast. Grow smart.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><strong>Join this &#8220;AI Playbook for CEOs&#8221; Series For FREE!</strong></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p></p>]]></content:encoded></item><item><title><![CDATA[3 AI Myths That'll Cost You A Fortune]]></title><description><![CDATA[Your Future Self Will Thank You For Reading This!]]></description><link>https://www.christianfarioli.com/p/your-future-self-will-thank-you-for</link><guid isPermaLink="false">https://www.christianfarioli.com/p/your-future-self-will-thank-you-for</guid><dc:creator><![CDATA[Prof. Christian Farioli]]></dc:creator><pubDate>Fri, 02 May 2025 14:38:45 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/85a6c40d-3007-487c-b891-5d40e2014547_2912x2096.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Hey there &#128075;</p><p>Here&#8217;s my 4th newsletter of the 7-day &#8216;AI Fundamentals Playbook&#8217; series.</p><p>If you haven&#8217;t checked out the first 3, <a href="https://chrisfarioli.substack.com/t/ai-fundamentals-playbook">they&#8217;re here</a>!</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Mlb3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c9a0816-5600-49c2-a894-23e281517161_4388x1691.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Mlb3!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c9a0816-5600-49c2-a894-23e281517161_4388x1691.heic 424w, https://substackcdn.com/image/fetch/$s_!Mlb3!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c9a0816-5600-49c2-a894-23e281517161_4388x1691.heic 848w, https://substackcdn.com/image/fetch/$s_!Mlb3!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c9a0816-5600-49c2-a894-23e281517161_4388x1691.heic 1272w, https://substackcdn.com/image/fetch/$s_!Mlb3!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c9a0816-5600-49c2-a894-23e281517161_4388x1691.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Mlb3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c9a0816-5600-49c2-a894-23e281517161_4388x1691.heic" width="1456" height="561" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2c9a0816-5600-49c2-a894-23e281517161_4388x1691.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:561,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:137893,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162692990?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c9a0816-5600-49c2-a894-23e281517161_4388x1691.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Mlb3!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c9a0816-5600-49c2-a894-23e281517161_4388x1691.heic 424w, https://substackcdn.com/image/fetch/$s_!Mlb3!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c9a0816-5600-49c2-a894-23e281517161_4388x1691.heic 848w, https://substackcdn.com/image/fetch/$s_!Mlb3!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c9a0816-5600-49c2-a894-23e281517161_4388x1691.heic 1272w, https://substackcdn.com/image/fetch/$s_!Mlb3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2c9a0816-5600-49c2-a894-23e281517161_4388x1691.heic 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><strong>Join this &#8220;AI Playbook for CEOs&#8221; Series For FREE!</strong></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p>&#8206; </p><p>Everyone&#8217;s chasing smarter AI.</p><p>New models, flashy tools, and algorithms with jaw-dropping names.</p><p>&#8206;&#8206; </p><p>But here&#8217;s a what no one is telling you:</p><p><strong>Even the smartest AI is useless without good data.</strong></p><p>&#8206;&#8206; </p><p>Businesses are burning millions on AI models, yet failing miserably.</p><p>Why? The suck at the other half of the equation &#8212; data.</p><p>&#8206;&#8206; </p><p>In this post, we&#8217;ll bust 3 such myths that will tank your AI strategy before it even starts.</p><p>&#8206;&#8206; </p><p>Let&#8217;s begin!</p><div><hr></div><h1>Myth 1: Better AI Will Save Us</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!h0Ey!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc70c07a-412f-49fc-83c4-e995b45b33f4_3598x1522.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!h0Ey!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc70c07a-412f-49fc-83c4-e995b45b33f4_3598x1522.heic 424w, https://substackcdn.com/image/fetch/$s_!h0Ey!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc70c07a-412f-49fc-83c4-e995b45b33f4_3598x1522.heic 848w, https://substackcdn.com/image/fetch/$s_!h0Ey!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc70c07a-412f-49fc-83c4-e995b45b33f4_3598x1522.heic 1272w, https://substackcdn.com/image/fetch/$s_!h0Ey!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc70c07a-412f-49fc-83c4-e995b45b33f4_3598x1522.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!h0Ey!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc70c07a-412f-49fc-83c4-e995b45b33f4_3598x1522.heic" width="1456" height="616" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/dc70c07a-412f-49fc-83c4-e995b45b33f4_3598x1522.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:616,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:147324,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162692990?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc70c07a-412f-49fc-83c4-e995b45b33f4_3598x1522.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!h0Ey!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc70c07a-412f-49fc-83c4-e995b45b33f4_3598x1522.heic 424w, https://substackcdn.com/image/fetch/$s_!h0Ey!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc70c07a-412f-49fc-83c4-e995b45b33f4_3598x1522.heic 848w, https://substackcdn.com/image/fetch/$s_!h0Ey!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc70c07a-412f-49fc-83c4-e995b45b33f4_3598x1522.heic 1272w, https://substackcdn.com/image/fetch/$s_!h0Ey!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc70c07a-412f-49fc-83c4-e995b45b33f4_3598x1522.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Many leaders think, "If we just buy the smartest AI, it&#8217;ll solve our problems."</p><p>&#8206; &#8206;</p><p>Sounds logical.</p><p>But it's wrong.&#8206;&#8206; </p><h2>Let&#8217;s take Netflix.</h2><p>(Its famous recommendation engine?)</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!XGfG!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb21d5e7a-17a5-44d2-8ab8-e52c7df7130a_1707x960.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!XGfG!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb21d5e7a-17a5-44d2-8ab8-e52c7df7130a_1707x960.heic 424w, https://substackcdn.com/image/fetch/$s_!XGfG!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb21d5e7a-17a5-44d2-8ab8-e52c7df7130a_1707x960.heic 848w, https://substackcdn.com/image/fetch/$s_!XGfG!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb21d5e7a-17a5-44d2-8ab8-e52c7df7130a_1707x960.heic 1272w, https://substackcdn.com/image/fetch/$s_!XGfG!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb21d5e7a-17a5-44d2-8ab8-e52c7df7130a_1707x960.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!XGfG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb21d5e7a-17a5-44d2-8ab8-e52c7df7130a_1707x960.heic" width="1456" height="819" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b21d5e7a-17a5-44d2-8ab8-e52c7df7130a_1707x960.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:255616,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162692990?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb21d5e7a-17a5-44d2-8ab8-e52c7df7130a_1707x960.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!XGfG!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb21d5e7a-17a5-44d2-8ab8-e52c7df7130a_1707x960.heic 424w, https://substackcdn.com/image/fetch/$s_!XGfG!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb21d5e7a-17a5-44d2-8ab8-e52c7df7130a_1707x960.heic 848w, https://substackcdn.com/image/fetch/$s_!XGfG!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb21d5e7a-17a5-44d2-8ab8-e52c7df7130a_1707x960.heic 1272w, https://substackcdn.com/image/fetch/$s_!XGfG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb21d5e7a-17a5-44d2-8ab8-e52c7df7130a_1707x960.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>&#8206;It works because it feeds off rich data:</p><ul><li><p>Watch time</p></li><li><p>Pauses</p></li><li><p>Rewinds</p></li><li><p>Ratings</p></li></ul><p>&#8206; &#8206;</p><p>Billions of them!</p><p>It's not just the algorithm. It's the data that acts as fuel.</p><p>&#8206;&#8206; </p><h2>Same with Ant Financial.</h2><p>It didn&#8217;t beat the global banks with smarter algorithms.</p><p>&#8206;&#8206; </p><p>It won with real-time data flows that updated constantly, giving AI what it needed to make better calls faster.</p><p>&#8206;&#8206; </p><p>Pedro Domingos, in his amazing book <em>The Master Algorithm</em>, said it well:</p><div class="pullquote"><p>"We don&#8217;t program solutions anymore. We grow them from data."</p></div><h2><strong>What this means for you:</strong></h2><p>Don&#8217;t start with the AI model. Start with your data:</p><ul><li><p>Is it current?</p></li><li><p>Is it labeled well?</p></li><li><p>Is it accurate?</p></li></ul><p>&#8206;&#8206;&#8206; </p><p>A brilliant AI won&#8217;t fix broken inputs.</p><p>It&#8217;ll just learn to make broken decisions faster.</p><div><hr></div><h1>Myth 2: More Data = Better Results</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!YEbZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F854f88e6-785c-42cf-b99f-b526d2a8c9aa_3092x1607.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!YEbZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F854f88e6-785c-42cf-b99f-b526d2a8c9aa_3092x1607.heic 424w, https://substackcdn.com/image/fetch/$s_!YEbZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F854f88e6-785c-42cf-b99f-b526d2a8c9aa_3092x1607.heic 848w, https://substackcdn.com/image/fetch/$s_!YEbZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F854f88e6-785c-42cf-b99f-b526d2a8c9aa_3092x1607.heic 1272w, https://substackcdn.com/image/fetch/$s_!YEbZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F854f88e6-785c-42cf-b99f-b526d2a8c9aa_3092x1607.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!YEbZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F854f88e6-785c-42cf-b99f-b526d2a8c9aa_3092x1607.heic" width="1456" height="757" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/854f88e6-785c-42cf-b99f-b526d2a8c9aa_3092x1607.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:757,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:154903,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162692990?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F854f88e6-785c-42cf-b99f-b526d2a8c9aa_3092x1607.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!YEbZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F854f88e6-785c-42cf-b99f-b526d2a8c9aa_3092x1607.heic 424w, https://substackcdn.com/image/fetch/$s_!YEbZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F854f88e6-785c-42cf-b99f-b526d2a8c9aa_3092x1607.heic 848w, https://substackcdn.com/image/fetch/$s_!YEbZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F854f88e6-785c-42cf-b99f-b526d2a8c9aa_3092x1607.heic 1272w, https://substackcdn.com/image/fetch/$s_!YEbZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F854f88e6-785c-42cf-b99f-b526d2a8c9aa_3092x1607.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>You might hear, "We&#8217;re collecting everything!"</p><p>That&#8217;s not strategy. That&#8217;s hoarding.</p><p>&#8206; &#8206;</p><p>The book <em>Prediction Machines</em> makes it clear:</p><div class="pullquote"><p>The goal isn&#8217;t just to predict more, but to predict <em>well</em>.</p></div><p>And for that, you need the right data, not all the data.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><strong>Enjoying it?</strong></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p>Tesla didn&#8217;t win the self-driving race by volume alone. </p><p>It focused on <em>quality</em> data&#8212;edge cases, tricky weather, unexpected human behavior.</p><p>&#8206;&#8206; </p><p>That&#8217;s what trained its AI to handle the real world.</p><p>&#8206;&#8206; </p><p>Meanwhile, many firms collect tons of irrelevant data&#8212;duplicate clicks, incomplete forms, random events&#8212;and expect their AI to "figure it out."</p><p>&#8206;&#8206; </p><p>It won&#8217;t.</p><p>&#8206;&#8206; </p><h2><strong>Here&#8217;s what to do instead:</strong></h2><p>Focus on:</p><ul><li><p>Representativeness: Does your data cover the edge cases?</p></li><li><p>Cleanliness: Is it free from noise?</p></li><li><p>Relevance: Does it actually matter to the decision? It it well-labelled?</p></li><li><p>Compactness: Is your data fluff-free?</p></li></ul><p>&#8206; &#8206;</p><p>More data can just mean more bad decisions&#8212;faster.</p><div><hr></div><h1>Myth 3: <strong>Customer Clicks Are All the Data You Need</strong></h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!I2rH!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee57d14f-3310-460d-b97c-9bc6d2867278_3740x1710.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!I2rH!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee57d14f-3310-460d-b97c-9bc6d2867278_3740x1710.heic 424w, 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srcset="https://substackcdn.com/image/fetch/$s_!I2rH!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee57d14f-3310-460d-b97c-9bc6d2867278_3740x1710.heic 424w, https://substackcdn.com/image/fetch/$s_!I2rH!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee57d14f-3310-460d-b97c-9bc6d2867278_3740x1710.heic 848w, https://substackcdn.com/image/fetch/$s_!I2rH!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee57d14f-3310-460d-b97c-9bc6d2867278_3740x1710.heic 1272w, https://substackcdn.com/image/fetch/$s_!I2rH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee57d14f-3310-460d-b97c-9bc6d2867278_3740x1710.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>We&#8217;ve been primed to see customer clicks, saves, and purchases as the holy grail of data.</p><p>&#8206; &#8206; &#8206;</p><p>And those inputs are indeed valuable.</p><p>Not denying that.</p><p>&#8206;&#8206; </p><p>But they aren&#8217;t everything.</p><p>&#8206;&#8206; </p><p>Clicks tell you &#8220;what&#8221; &#8212; but not &#8220;why.&#8221;</p><p>&#8206;</p><p>Real transformation happens when companies connect the front-end (customer behavior) to back-end systems (inventory, delivery, operations).</p><p>&#8206;</p><p>That&#8217;s where ROI starts to pour in.</p><p>&#8206;</p><p>Take Amazon, for example. It doesn&#8217;t just analyze your on-site behavior.</p><p>&#8206;</p><p>It tracks:</p><ul><li><p>Your buying patterns</p></li><li><p>Delivery times</p></li><li><p>Warehouse movements</p></li><li><p>Customer service chats</p></li><li><p>And much more</p></li></ul><p>&#8206;</p><p>This full loop lets Amazon predict what you&#8217;ll want <em>and</em> how to deliver it in fastest possible time.</p><p>&#8206;</p><p>In the amazing book <em>The Algorithmic Leader</em>, Mike Walsh talks about using data from all layers:</p><div class="pullquote"><p>&#8221;Real AI winners use data from <em>everywhere</em> &#8212; not just the customer.&#8221;</p></div><p>Therefore&#8230; think beyond marketing dashboards.</p><p>Get data on:</p><ul><li><p>Customers</p></li><li><p>Employees</p></li><li><p>Machines</p></li><li><p>Supply chains</p></li></ul><p>&#8206;</p><p>You want a 360-degree view&#8212;not a keyhole.</p><div><hr></div><h1>What This All Means for Business Leaders</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Q1eo!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1bac52a8-7d1c-48a7-b381-591dccbd2963_2474x1547.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Q1eo!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1bac52a8-7d1c-48a7-b381-591dccbd2963_2474x1547.heic 424w, https://substackcdn.com/image/fetch/$s_!Q1eo!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1bac52a8-7d1c-48a7-b381-591dccbd2963_2474x1547.heic 848w, https://substackcdn.com/image/fetch/$s_!Q1eo!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1bac52a8-7d1c-48a7-b381-591dccbd2963_2474x1547.heic 1272w, https://substackcdn.com/image/fetch/$s_!Q1eo!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1bac52a8-7d1c-48a7-b381-591dccbd2963_2474x1547.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Q1eo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1bac52a8-7d1c-48a7-b381-591dccbd2963_2474x1547.heic" width="1456" height="910" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1bac52a8-7d1c-48a7-b381-591dccbd2963_2474x1547.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:910,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:103590,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162692990?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1bac52a8-7d1c-48a7-b381-591dccbd2963_2474x1547.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Q1eo!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1bac52a8-7d1c-48a7-b381-591dccbd2963_2474x1547.heic 424w, https://substackcdn.com/image/fetch/$s_!Q1eo!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1bac52a8-7d1c-48a7-b381-591dccbd2963_2474x1547.heic 848w, https://substackcdn.com/image/fetch/$s_!Q1eo!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1bac52a8-7d1c-48a7-b381-591dccbd2963_2474x1547.heic 1272w, https://substackcdn.com/image/fetch/$s_!Q1eo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1bac52a8-7d1c-48a7-b381-591dccbd2963_2474x1547.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p></p><p><strong>You don&#8217;t need the best AI.</strong> &#8206;</p><p><strong>You need GOOD AI along with the RIGHT data.</strong></p><p>&#8206;</p><p>AI isn&#8217;t magic.</p><p>It&#8217;s a prediction engine.</p><p>And like any engine, it runs on fuel.</p><p>&#8206;</p><p>Bad fuel? Bad output.</p><p>&#8206;</p><p>Books like <em>Prediction Machines</em>, <em>Human + Machine</em>, and <em>Competing in the Age of AI</em> all say the same thing:</p><div class="pullquote"><p>Real winners in AI aren&#8217;t algorithm geniuses. They&#8217;re data excellence companies.</p></div><p>They:</p><ul><li><p>Know what to collect</p></li><li><p>Know what to clean</p></li><li><p>Know what to ignore</p></li></ul><p>They treat data as a product, not a leftover.</p><p>&#8206;</p><h2>Before you chase smarter models, do a simple audit&#8230;</h2><ol><li><p><strong>Is your data fresh?</strong> (Or are you training AI on 2025 behavior?)</p></li><li><p><strong>Is it accurate?</strong> (Do you have duplicates, errors, or guesswork?)</p></li><li><p><strong>Is it labeled?</strong> (Do you know what&#8217;s what?)</p></li><li><p><strong>Is it complete?</strong> (Do you have the full picture?)</p></li><li><p><strong>Is it legal and ethical to use?</strong> (Big one&#8212; don&#8217;t skip.)</p></li></ol><p>&#8206;</p><p>That&#8217;s where the real work is.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><strong>Join this &#8220;AI Playbook for CEOs&#8221; Series For FREE!</strong></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[Machine Learning: Explained Like You're 5]]></title><description><![CDATA[Finally understand ML without overloading your brain!]]></description><link>https://www.christianfarioli.com/p/machine-learning-explained-like-youre</link><guid isPermaLink="false">https://www.christianfarioli.com/p/machine-learning-explained-like-youre</guid><dc:creator><![CDATA[Prof. Christian Farioli]]></dc:creator><pubDate>Tue, 29 Apr 2025 12:29:43 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/bd32ab42-1142-4d6d-b6ed-19646d6930fd_1456x1048.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div><hr></div><p>Hello &#128075;</p><p>This is the 3rd installment of my 7-day &#8216;AI Fundamentals Playbook&#8217; series.</p><p>If you haven&#8217;t checked out the first two, <a href="https://chrisfarioli.substack.com/t/ai-fundamentals-playbook">click here!</a></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!MTPn!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb719879d-f7d4-4213-81c7-6f0923c0a2a3_4388x1733.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!MTPn!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb719879d-f7d4-4213-81c7-6f0923c0a2a3_4388x1733.heic 424w, https://substackcdn.com/image/fetch/$s_!MTPn!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb719879d-f7d4-4213-81c7-6f0923c0a2a3_4388x1733.heic 848w, https://substackcdn.com/image/fetch/$s_!MTPn!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb719879d-f7d4-4213-81c7-6f0923c0a2a3_4388x1733.heic 1272w, https://substackcdn.com/image/fetch/$s_!MTPn!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb719879d-f7d4-4213-81c7-6f0923c0a2a3_4388x1733.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!MTPn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb719879d-f7d4-4213-81c7-6f0923c0a2a3_4388x1733.heic" width="1456" height="575" 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srcset="https://substackcdn.com/image/fetch/$s_!MTPn!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb719879d-f7d4-4213-81c7-6f0923c0a2a3_4388x1733.heic 424w, https://substackcdn.com/image/fetch/$s_!MTPn!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb719879d-f7d4-4213-81c7-6f0923c0a2a3_4388x1733.heic 848w, https://substackcdn.com/image/fetch/$s_!MTPn!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb719879d-f7d4-4213-81c7-6f0923c0a2a3_4388x1733.heic 1272w, https://substackcdn.com/image/fetch/$s_!MTPn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb719879d-f7d4-4213-81c7-6f0923c0a2a3_4388x1733.heic 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><strong>Join this &#8220;AI Playbook for CEOs&#8221; Series For FREE!</strong></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p></p><p>Imagine the you were learning to ride.</p><p>At first, you wobble. Then, you fall.</p><p>But you keep trying.</p><p>&#8206; </p><p>And soon, you get better.</p><p>Now you can ride fast and have fun!</p><p>&#8206; </p><p><strong>Machine Learning is kinda like that&#8212;but for computers.</strong></p><p>It sounds tricky, but it&#8217;s really about <em>teaching computers to get better by showing them lots of examples.</em></p><p>In this newsletter, I&#8217;ll explain to you Machine Learning in the easiest way.</p><p>&#8206; </p><p>Let&#8217;s go!</p><div><hr></div><h1>What is Machine Learning?</h1><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Qlhv!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81e73028-1433-4d5c-bf02-c59cb79b1093_4047x1479.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Qlhv!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81e73028-1433-4d5c-bf02-c59cb79b1093_4047x1479.heic 424w, https://substackcdn.com/image/fetch/$s_!Qlhv!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81e73028-1433-4d5c-bf02-c59cb79b1093_4047x1479.heic 848w, https://substackcdn.com/image/fetch/$s_!Qlhv!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81e73028-1433-4d5c-bf02-c59cb79b1093_4047x1479.heic 1272w, https://substackcdn.com/image/fetch/$s_!Qlhv!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81e73028-1433-4d5c-bf02-c59cb79b1093_4047x1479.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Qlhv!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81e73028-1433-4d5c-bf02-c59cb79b1093_4047x1479.heic" width="1456" height="532" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/81e73028-1433-4d5c-bf02-c59cb79b1093_4047x1479.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:532,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:202115,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162404727?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81e73028-1433-4d5c-bf02-c59cb79b1093_4047x1479.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Qlhv!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81e73028-1433-4d5c-bf02-c59cb79b1093_4047x1479.heic 424w, https://substackcdn.com/image/fetch/$s_!Qlhv!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81e73028-1433-4d5c-bf02-c59cb79b1093_4047x1479.heic 848w, https://substackcdn.com/image/fetch/$s_!Qlhv!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81e73028-1433-4d5c-bf02-c59cb79b1093_4047x1479.heic 1272w, https://substackcdn.com/image/fetch/$s_!Qlhv!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81e73028-1433-4d5c-bf02-c59cb79b1093_4047x1479.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Machine Learning (or ML) is a way of <strong>teaching computers to learn from examples.</strong></p><p>Instead of telling the computer what to do step-by-step, we show it many examples.</p><ul><li><p>The computer looks at the examples</p></li><li><p>Finds patterns</p></li><li><p>And then figures things out by itself.</p></li></ul><p>&#8206; </p><p>Example<strong>:</strong> Think about learning the difference between a cat and a dog.</p><p>Here&#8217;s how it went:</p><ol><li><p>You saw many cats and dogs.</p></li><li><p>You noticed, &#8220;Cats are smaller, have pointy ears, and meow.</p></li><li><p>Dogs are bigger, bark, and wag their tails.</p><p>&#8206; </p></li></ol><p>A computer does the same!</p><p>We give it lots of pictures of cats and dogs.</p><p><strong>It starts to learn the differences by spotting patterns.</strong></p><div><hr></div><h1>Step-by-Step</h1><h2>Step 1: Learning from Examples</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!JaGg!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48d300b5-03b8-4b68-941f-f464d02dd14b_3364x2771.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!JaGg!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48d300b5-03b8-4b68-941f-f464d02dd14b_3364x2771.heic 424w, https://substackcdn.com/image/fetch/$s_!JaGg!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48d300b5-03b8-4b68-941f-f464d02dd14b_3364x2771.heic 848w, https://substackcdn.com/image/fetch/$s_!JaGg!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48d300b5-03b8-4b68-941f-f464d02dd14b_3364x2771.heic 1272w, https://substackcdn.com/image/fetch/$s_!JaGg!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48d300b5-03b8-4b68-941f-f464d02dd14b_3364x2771.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!JaGg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48d300b5-03b8-4b68-941f-f464d02dd14b_3364x2771.heic" width="1456" height="1199" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/48d300b5-03b8-4b68-941f-f464d02dd14b_3364x2771.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1199,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:358790,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162404727?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48d300b5-03b8-4b68-941f-f464d02dd14b_3364x2771.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!JaGg!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48d300b5-03b8-4b68-941f-f464d02dd14b_3364x2771.heic 424w, https://substackcdn.com/image/fetch/$s_!JaGg!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48d300b5-03b8-4b68-941f-f464d02dd14b_3364x2771.heic 848w, https://substackcdn.com/image/fetch/$s_!JaGg!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48d300b5-03b8-4b68-941f-f464d02dd14b_3364x2771.heic 1272w, https://substackcdn.com/image/fetch/$s_!JaGg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48d300b5-03b8-4b68-941f-f464d02dd14b_3364x2771.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>&#8206; </p><p>First, the computer looks at many examples.</p><p>If you show it 1000 pictures of cats and dogs, it will study them carefully.</p><p>Each picture tells the computer, &#8220;This is a cat&#8221; or &#8220;This is a dog.&#8221;</p><p>&#8206; </p><p>Just like when you were learning to tell cats and dogs apart, <strong>the computer needs lots of examples to learn.</strong></p><p>It doesn't really understand what a cat is.</p><p>But it notices things like "most cats have pointy ears" or "dogs often have bigger noses."</p><div><hr></div><h2>Step 2: Finding Patterns</h2><p>After seeing many pictures, the computer starts spotting patterns.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!mKnV!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8bd6fdb-4915-47d7-b1ff-adf8f764e68d_4473x1390.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!mKnV!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8bd6fdb-4915-47d7-b1ff-adf8f764e68d_4473x1390.heic 424w, https://substackcdn.com/image/fetch/$s_!mKnV!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8bd6fdb-4915-47d7-b1ff-adf8f764e68d_4473x1390.heic 848w, https://substackcdn.com/image/fetch/$s_!mKnV!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8bd6fdb-4915-47d7-b1ff-adf8f764e68d_4473x1390.heic 1272w, https://substackcdn.com/image/fetch/$s_!mKnV!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8bd6fdb-4915-47d7-b1ff-adf8f764e68d_4473x1390.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!mKnV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8bd6fdb-4915-47d7-b1ff-adf8f764e68d_4473x1390.heic" width="1456" height="452" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d8bd6fdb-4915-47d7-b1ff-adf8f764e68d_4473x1390.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:452,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:223665,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162404727?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8bd6fdb-4915-47d7-b1ff-adf8f764e68d_4473x1390.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!mKnV!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8bd6fdb-4915-47d7-b1ff-adf8f764e68d_4473x1390.heic 424w, https://substackcdn.com/image/fetch/$s_!mKnV!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8bd6fdb-4915-47d7-b1ff-adf8f764e68d_4473x1390.heic 848w, https://substackcdn.com/image/fetch/$s_!mKnV!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8bd6fdb-4915-47d7-b1ff-adf8f764e68d_4473x1390.heic 1272w, https://substackcdn.com/image/fetch/$s_!mKnV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8bd6fdb-4915-47d7-b1ff-adf8f764e68d_4473x1390.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>For example:</p><ul><li><p>Cats often have small noses.</p></li><li><p>Dogs often have floppy ears.</p></li><li><p>Cats&#8217; whiskers are long.</p></li><li><p>Dogs may have collars.</p></li></ul><p>&#8206; </p><p><strong>The computer makes notes of these patterns. </strong></p><p><strong>It remembers them to help make guesses later.</strong></p><p>It&#8217;s a bit like how you notice that chocolate bars often come in shiny wrappers. You see it so often that your brain remembers it!</p><div><hr></div><h2>Step 3: Making Predictions</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!KxOl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54e6e16b-8dc6-4bb7-ad61-87eee9b70e28_3717x1159.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!KxOl!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54e6e16b-8dc6-4bb7-ad61-87eee9b70e28_3717x1159.heic 424w, https://substackcdn.com/image/fetch/$s_!KxOl!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54e6e16b-8dc6-4bb7-ad61-87eee9b70e28_3717x1159.heic 848w, https://substackcdn.com/image/fetch/$s_!KxOl!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54e6e16b-8dc6-4bb7-ad61-87eee9b70e28_3717x1159.heic 1272w, https://substackcdn.com/image/fetch/$s_!KxOl!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54e6e16b-8dc6-4bb7-ad61-87eee9b70e28_3717x1159.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!KxOl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54e6e16b-8dc6-4bb7-ad61-87eee9b70e28_3717x1159.heic" width="1456" height="454" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/54e6e16b-8dc6-4bb7-ad61-87eee9b70e28_3717x1159.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:454,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:131891,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162404727?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54e6e16b-8dc6-4bb7-ad61-87eee9b70e28_3717x1159.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!KxOl!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54e6e16b-8dc6-4bb7-ad61-87eee9b70e28_3717x1159.heic 424w, https://substackcdn.com/image/fetch/$s_!KxOl!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54e6e16b-8dc6-4bb7-ad61-87eee9b70e28_3717x1159.heic 848w, https://substackcdn.com/image/fetch/$s_!KxOl!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54e6e16b-8dc6-4bb7-ad61-87eee9b70e28_3717x1159.heic 1272w, https://substackcdn.com/image/fetch/$s_!KxOl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54e6e16b-8dc6-4bb7-ad61-87eee9b70e28_3717x1159.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Now comes the fun part!</p><p>&#8206; </p><p>Imagine you show the computer a brand-new picture. </p><p>It has never seen this one before.</p><p>The computer looks at the picture and thinks, &#8220;Hmm... this has pointy ears and long whiskers. It looks like the pictures labeled 'cat'. </p><p>So, I think it&#8217;s a cat!&#8221;</p><p><strong>That&#8217;s called making a prediction.</strong></p><p>&#8206; </p><p>It&#8217;s not guessing randomly.</p><p>It's using what it learned from the old pictures to make a smart guess about the new picture.</p><div><hr></div><h2>Step 4: Getting Smarter Over Time</h2><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!DES8!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F290b57b8-09c8-416f-a9dc-b04894bb57ae_3839x1323.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!DES8!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F290b57b8-09c8-416f-a9dc-b04894bb57ae_3839x1323.heic 424w, https://substackcdn.com/image/fetch/$s_!DES8!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F290b57b8-09c8-416f-a9dc-b04894bb57ae_3839x1323.heic 848w, https://substackcdn.com/image/fetch/$s_!DES8!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F290b57b8-09c8-416f-a9dc-b04894bb57ae_3839x1323.heic 1272w, https://substackcdn.com/image/fetch/$s_!DES8!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F290b57b8-09c8-416f-a9dc-b04894bb57ae_3839x1323.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!DES8!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F290b57b8-09c8-416f-a9dc-b04894bb57ae_3839x1323.heic" width="1456" height="502" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/290b57b8-09c8-416f-a9dc-b04894bb57ae_3839x1323.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:502,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:138316,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162404727?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F290b57b8-09c8-416f-a9dc-b04894bb57ae_3839x1323.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!DES8!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F290b57b8-09c8-416f-a9dc-b04894bb57ae_3839x1323.heic 424w, https://substackcdn.com/image/fetch/$s_!DES8!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F290b57b8-09c8-416f-a9dc-b04894bb57ae_3839x1323.heic 848w, https://substackcdn.com/image/fetch/$s_!DES8!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F290b57b8-09c8-416f-a9dc-b04894bb57ae_3839x1323.heic 1272w, https://substackcdn.com/image/fetch/$s_!DES8!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F290b57b8-09c8-416f-a9dc-b04894bb57ae_3839x1323.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>At first, the computer might make mistakes.</p><p>Maybe it thinks a small dog is a cat because they both have pointy ears.</p><p>But <strong>every time it makes a mistake and someone corrects it, the computer learns.</strong></p><p>It updates what it knows.</p><p>&#8206; </p><p>It&#8217;s just like you! </p><p>When you first rode a bike, you might have fallen.</p><p>But you learned. You got better. Now you zoom around!</p><p><strong>The more the computer practices, the better it gets at making predictions.</strong></p><p>&#8206; </p><p>That&#8217;s why we say Machine Learning is about "learning from experience."</p><div><hr></div><h1>Conclusion</h1><p>Now you know what Machine Learning is!</p><p>&#8206; </p><p>It&#8217;s simply:</p><ul><li><p>Showing computers lots of examples.</p></li><li><p>Helping them spot patterns.</p></li><li><p>Letting them make smart guesses.</p></li><li><p>Helping them learn from mistakes and get better.</p></li></ul><p>&#8206; </p><p><strong>Machine Learning is all around you:</strong></p><ul><li><p>When Netflix shows you movies you might like.</p></li><li><p>When Alexa answers your questions.</p></li><li><p>When self-driving cars find the best way home.</p></li></ul><p>Machine Learning helps computers become smart helpers.</p><p>&#8206; </p><p>But remember &#8212; <strong>they need good examples and lots of practice</strong>. </p><p>(Just like us!)</p><div><hr></div><p>Want to try training a machine yourself?</p><p>You can! There are fun tools like <strong>Google&#8217;s Teachable Machine</strong>.</p><p>It lets you teach a computer to recognize your face, your voice, or even your dance moves!</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><strong>Join this &#8220;AI Fundamentals Playbook&#8220; Series for FREE!</strong></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p></p>]]></content:encoded></item><item><title><![CDATA[What AI Really Is — And Isn’t]]></title><description><![CDATA[The simplest guide you'll find on the internet]]></description><link>https://www.christianfarioli.com/p/what-ai-really-is-and-isnt</link><guid isPermaLink="false">https://www.christianfarioli.com/p/what-ai-really-is-and-isnt</guid><dc:creator><![CDATA[Prof. Christian Farioli]]></dc:creator><pubDate>Sun, 27 Apr 2025 10:04:37 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/ea3ca12e-a39e-4567-b98e-72874a1e5d99_1456x1048.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Before we begin&#8230; </p><p>This is the 2nd newsletter of my AI Fundamentals Playbook Series. <br><br>If you still haven&#8217;t read it&#8230; <a href="https://open.substack.com/pub/chrisfarioli/p/10-rules-for-driving-ai-transformation?r=2wue93&amp;utm_campaign=post&amp;utm_medium=web">here&#8217;s the first one</a>! <br></p><p>Enjoy:)</p><div><hr></div><p>AI is extremely famous today.</p><p>Some say it will replace our jobs.</p><p>Some say it will rule us and the world.</p><p>This newsletter will cut through your confusion and tell you what AI really is &#8212; and what it&#8217;s not.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!6lxW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5c6310e-59b8-4caf-8e79-c2697ef5bd0c_4388x1691.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!6lxW!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5c6310e-59b8-4caf-8e79-c2697ef5bd0c_4388x1691.heic 424w, https://substackcdn.com/image/fetch/$s_!6lxW!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5c6310e-59b8-4caf-8e79-c2697ef5bd0c_4388x1691.heic 848w, https://substackcdn.com/image/fetch/$s_!6lxW!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5c6310e-59b8-4caf-8e79-c2697ef5bd0c_4388x1691.heic 1272w, https://substackcdn.com/image/fetch/$s_!6lxW!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5c6310e-59b8-4caf-8e79-c2697ef5bd0c_4388x1691.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!6lxW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5c6310e-59b8-4caf-8e79-c2697ef5bd0c_4388x1691.heic" width="1456" height="561" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d5c6310e-59b8-4caf-8e79-c2697ef5bd0c_4388x1691.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:561,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:125123,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162249021?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5c6310e-59b8-4caf-8e79-c2697ef5bd0c_4388x1691.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!6lxW!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5c6310e-59b8-4caf-8e79-c2697ef5bd0c_4388x1691.heic 424w, https://substackcdn.com/image/fetch/$s_!6lxW!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5c6310e-59b8-4caf-8e79-c2697ef5bd0c_4388x1691.heic 848w, https://substackcdn.com/image/fetch/$s_!6lxW!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5c6310e-59b8-4caf-8e79-c2697ef5bd0c_4388x1691.heic 1272w, https://substackcdn.com/image/fetch/$s_!6lxW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5c6310e-59b8-4caf-8e79-c2697ef5bd0c_4388x1691.heic 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">7 Value-bomb Newsletters on AI. Zero Fluff. <strong>Join my &#8220;AI Fundamentals Playbook&#8220; Series for FREE!</strong></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p></p><p>AI can feel complicated.</p><p>Experts use words like "neural networks," "deep learning," and "super-intelligence."</p><p>It sounds scary and exciting at the same time.</p><p>But if you're a business leader, you don't need the hype &#8212; you need the truth.</p><p>&#8206; </p><p>In this post, I&#8217;ll define AI simply, show you real examples, explain how to work with AI smartly, and give you clear action steps to start today.</p><p>By the end, you&#8217;ll understand how to use AI to boost your business without getting lost in myths.</p><div><hr></div><h1><strong>A Simple Definition</strong></h1><p>AI is not magic.</p><pre><code>AI is &#8216;machines making predictions based on data&#8217;.</code></pre><p>It&#8217;s like a very smart calculator &#8212; not a brain, not a person. It takes what it has seen before and guesses what might happen next.</p><p>&#8206; </p><p><strong>Examples</strong></p><ul><li><p><strong>Alexa:</strong> Alexa doesn&#8217;t "understand" you. It predicts the words you said and guesses what you might want based on past examples.</p></li><li><p><strong>Netflix:</strong> Netflix doesn&#8217;t "choose" shows for you. It predicts what you might like based on what you watched before.</p></li></ul><p>&#8206; </p><p><strong>Common Misconceptions About AI:</strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!1Yb_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff1e473e-da47-495f-88dd-0788578b1a72_2548x663.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!1Yb_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff1e473e-da47-495f-88dd-0788578b1a72_2548x663.heic 424w, https://substackcdn.com/image/fetch/$s_!1Yb_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff1e473e-da47-495f-88dd-0788578b1a72_2548x663.heic 848w, https://substackcdn.com/image/fetch/$s_!1Yb_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff1e473e-da47-495f-88dd-0788578b1a72_2548x663.heic 1272w, https://substackcdn.com/image/fetch/$s_!1Yb_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff1e473e-da47-495f-88dd-0788578b1a72_2548x663.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!1Yb_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff1e473e-da47-495f-88dd-0788578b1a72_2548x663.heic" width="1456" height="379" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ff1e473e-da47-495f-88dd-0788578b1a72_2548x663.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:379,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:80909,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162249021?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff1e473e-da47-495f-88dd-0788578b1a72_2548x663.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!1Yb_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff1e473e-da47-495f-88dd-0788578b1a72_2548x663.heic 424w, https://substackcdn.com/image/fetch/$s_!1Yb_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff1e473e-da47-495f-88dd-0788578b1a72_2548x663.heic 848w, https://substackcdn.com/image/fetch/$s_!1Yb_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff1e473e-da47-495f-88dd-0788578b1a72_2548x663.heic 1272w, https://substackcdn.com/image/fetch/$s_!1Yb_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fff1e473e-da47-495f-88dd-0788578b1a72_2548x663.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Now that we know that AI is about smart predictions, not human thinking, let&#8217;s talk about how to use it well.</p><div><hr></div><h1><strong>5 Steps Capitalizing On AI</strong></h1><h2><strong>1/ Understand What AI Can &#8212; and Can&#8217;t &#8212; Do</strong></h2><p>AI is amazing at narrow tasks like spotting patterns, recommending products, or recognizing speech. </p><p>But it can't think creatively, understand emotions, or solve big, messy problems the way people do.</p><p>&#8206; </p><p>&#9989; AI can read thousands of contracts quickly and spot missing terms.</p><p>&#10060; AI cannot negotiate a complex business deal with empathy and strategy.</p><p>&#8206; </p><p>&#9989; AI can flag fraudulent transactions.</p><p>&#10060; AI cannot replace a judge in court because it lacks true reasoning.</p><p>&#8206; </p><p>When considering AI, always ask: "Is this a task where patterns matter more than emotions or strategy?" If yes, AI can help.</p><p>Once you know AI&#8217;s limits, you can see where it helps &#8212; and where you still need people.</p><h2><strong>2/ Focus on Prediction, Not Intelligence</strong></h2><p>AI is best thought of as cheap, fast prediction.</p><p>It helps you fill in missing information, not "think" like a human.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!S5ia!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F060a3441-aab7-4097-a1d1-19f44844e815_3354x2161.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!S5ia!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F060a3441-aab7-4097-a1d1-19f44844e815_3354x2161.heic 424w, https://substackcdn.com/image/fetch/$s_!S5ia!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F060a3441-aab7-4097-a1d1-19f44844e815_3354x2161.heic 848w, https://substackcdn.com/image/fetch/$s_!S5ia!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F060a3441-aab7-4097-a1d1-19f44844e815_3354x2161.heic 1272w, https://substackcdn.com/image/fetch/$s_!S5ia!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F060a3441-aab7-4097-a1d1-19f44844e815_3354x2161.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!S5ia!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F060a3441-aab7-4097-a1d1-19f44844e815_3354x2161.heic" width="608" height="391.6923076923077" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/060a3441-aab7-4097-a1d1-19f44844e815_3354x2161.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:938,&quot;width&quot;:1456,&quot;resizeWidth&quot;:608,&quot;bytes&quot;:188657,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162249021?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F060a3441-aab7-4097-a1d1-19f44844e815_3354x2161.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!S5ia!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F060a3441-aab7-4097-a1d1-19f44844e815_3354x2161.heic 424w, https://substackcdn.com/image/fetch/$s_!S5ia!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F060a3441-aab7-4097-a1d1-19f44844e815_3354x2161.heic 848w, https://substackcdn.com/image/fetch/$s_!S5ia!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F060a3441-aab7-4097-a1d1-19f44844e815_3354x2161.heic 1272w, https://substackcdn.com/image/fetch/$s_!S5ia!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F060a3441-aab7-4097-a1d1-19f44844e815_3354x2161.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p></p><ul><li><p>It can predict if a loan will default.</p></li><li><p>It can predict which customer might churn.</p></li><li><p>It can predict the best route for delivery trucks.</p></li><li><p>It can predict the next word you might type (like autocomplete).</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ctsS!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c1adae8-f2f4-4225-8c80-de58efa936df_1943x813.heic" 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https://substackcdn.com/image/fetch/$s_!ctsS!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c1adae8-f2f4-4225-8c80-de58efa936df_1943x813.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ctsS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c1adae8-f2f4-4225-8c80-de58efa936df_1943x813.heic" width="1456" height="609" 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srcset="https://substackcdn.com/image/fetch/$s_!ctsS!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c1adae8-f2f4-4225-8c80-de58efa936df_1943x813.heic 424w, https://substackcdn.com/image/fetch/$s_!ctsS!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c1adae8-f2f4-4225-8c80-de58efa936df_1943x813.heic 848w, https://substackcdn.com/image/fetch/$s_!ctsS!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c1adae8-f2f4-4225-8c80-de58efa936df_1943x813.heic 1272w, https://substackcdn.com/image/fetch/$s_!ctsS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6c1adae8-f2f4-4225-8c80-de58efa936df_1943x813.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Thinking about "What predictions could help us?" opens doors to using AI in smart ways.</p><h2><strong>3/ Combine Humans + AI for Best Results</strong></h2><p>The best companies don&#8217;t replace humans with AI. They team humans and machines together.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!8WZj!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcc9fc2ec-5da8-41e7-b713-859ca88d6d7c_2925x1680.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!8WZj!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcc9fc2ec-5da8-41e7-b713-859ca88d6d7c_2925x1680.heic 424w, https://substackcdn.com/image/fetch/$s_!8WZj!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcc9fc2ec-5da8-41e7-b713-859ca88d6d7c_2925x1680.heic 848w, https://substackcdn.com/image/fetch/$s_!8WZj!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcc9fc2ec-5da8-41e7-b713-859ca88d6d7c_2925x1680.heic 1272w, https://substackcdn.com/image/fetch/$s_!8WZj!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcc9fc2ec-5da8-41e7-b713-859ca88d6d7c_2925x1680.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!8WZj!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcc9fc2ec-5da8-41e7-b713-859ca88d6d7c_2925x1680.heic" width="1456" height="836" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cc9fc2ec-5da8-41e7-b713-859ca88d6d7c_2925x1680.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:836,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:111331,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162249021?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcc9fc2ec-5da8-41e7-b713-859ca88d6d7c_2925x1680.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!8WZj!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcc9fc2ec-5da8-41e7-b713-859ca88d6d7c_2925x1680.heic 424w, https://substackcdn.com/image/fetch/$s_!8WZj!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcc9fc2ec-5da8-41e7-b713-859ca88d6d7c_2925x1680.heic 848w, https://substackcdn.com/image/fetch/$s_!8WZj!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcc9fc2ec-5da8-41e7-b713-859ca88d6d7c_2925x1680.heic 1272w, https://substackcdn.com/image/fetch/$s_!8WZj!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcc9fc2ec-5da8-41e7-b713-859ca88d6d7c_2925x1680.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><ul><li><p>AI handles routine tasks: searching documents, spotting fraud, summarizing reports.</p></li><li><p>Humans do what AI can&#8217;t: lead teams, create new ideas, make judgment calls.</p></li></ul><p>&#8206; </p><p>At one major global bank, AI reviews thousands of loan applications every day, flagging risky ones for human underwriters to review. </p><p>This saves time but keeps critical decisions with experienced staff.</p><h3><strong>Checklist: How to Mix Human + Machine</strong></h3><p>&#9989; Use AI for routine, data-heavy tasks.</p><p>&#9989; Keep people in the loop for judgment and leadership.</p><p>&#9989; Train teams to understand and question AI outputs.</p><p>&#9989; Design workflows where AI suggests, and humans decide.</p><p>&#8206; </p><p>Now, let's dive even deeper into strategies that successful companies use.</p><h2><strong>4/ Train Your People to Work with AI</strong></h2><p>Your AI investment will fail without a workforce that understands how to use it.</p><ul><li><p>Provide basic AI literacy training for all employees.</p></li><li><p>Teach them how to question and validate AI predictions.</p></li><li><p>Encourage a mindset of "AI as a teammate," not a threat.</p></li></ul><p>&#8206; </p><p>People fear what they don't understand. Training reduces fear, builds trust, and increases adoption of AI tools.</p><p>Once people are ready to work with AI, it&#8217;s time to think bigger about innovation.</p><h2><strong>5/ Rethink Your Business Models with AI</strong></h2><p>AI doesn't JUST make current operations faster. It can create entirely new ways to deliver value.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!PjN-!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F12dfa2b8-8e3c-4c5c-b556-f8eb9c4d0ac9_1281x1411.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!PjN-!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F12dfa2b8-8e3c-4c5c-b556-f8eb9c4d0ac9_1281x1411.heic 424w, https://substackcdn.com/image/fetch/$s_!PjN-!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F12dfa2b8-8e3c-4c5c-b556-f8eb9c4d0ac9_1281x1411.heic 848w, https://substackcdn.com/image/fetch/$s_!PjN-!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F12dfa2b8-8e3c-4c5c-b556-f8eb9c4d0ac9_1281x1411.heic 1272w, https://substackcdn.com/image/fetch/$s_!PjN-!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F12dfa2b8-8e3c-4c5c-b556-f8eb9c4d0ac9_1281x1411.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!PjN-!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F12dfa2b8-8e3c-4c5c-b556-f8eb9c4d0ac9_1281x1411.heic" width="1281" height="1411" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/12dfa2b8-8e3c-4c5c-b556-f8eb9c4d0ac9_1281x1411.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1411,&quot;width&quot;:1281,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:129017,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162249021?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F12dfa2b8-8e3c-4c5c-b556-f8eb9c4d0ac9_1281x1411.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!PjN-!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F12dfa2b8-8e3c-4c5c-b556-f8eb9c4d0ac9_1281x1411.heic 424w, https://substackcdn.com/image/fetch/$s_!PjN-!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F12dfa2b8-8e3c-4c5c-b556-f8eb9c4d0ac9_1281x1411.heic 848w, https://substackcdn.com/image/fetch/$s_!PjN-!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F12dfa2b8-8e3c-4c5c-b556-f8eb9c4d0ac9_1281x1411.heic 1272w, https://substackcdn.com/image/fetch/$s_!PjN-!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F12dfa2b8-8e3c-4c5c-b556-f8eb9c4d0ac9_1281x1411.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Visual credit: Wibbitz</p><ul><li><p>AI can enable new pricing models (e.g., usage-based pricing in SaaS).</p></li><li><p>AI can help create proactive services (e.g., maintenance before failure).</p></li><li><p>AI can shift business focus (e.g., from selling products to selling outcomes).</p></li></ul><pre><code>John Deere now uses AI and sensors to offer "precision agriculture" &#8212; helping farmers grow more with fewer resources. 

They sell not just tractors, but better harvest outcomes.</code></pre><p>Now, let&#8217;s wrap it all up and focus on simple next steps for you.</p><div><hr></div><h1><strong>Conclusion</strong></h1><p>Today, you learned that AI is about making better predictions, not about making smarter "people-machines." </p><p>&#8206; </p><p>It's a tool to make your business smarter and faster.</p><p>Businesses that understand this &#8212; and build Human + AI teams &#8212; are already pulling ahead. </p><p>Those stuck in the "man vs. machine" mindset are falling behind. </p><p>&#8206; </p><p>AI is not about replacement. It is about supercharging human capabilities.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!UX7K!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe53f1b39-1cae-40bc-b89e-908620dd93d2_2139x962.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!UX7K!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe53f1b39-1cae-40bc-b89e-908620dd93d2_2139x962.heic 424w, https://substackcdn.com/image/fetch/$s_!UX7K!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe53f1b39-1cae-40bc-b89e-908620dd93d2_2139x962.heic 848w, https://substackcdn.com/image/fetch/$s_!UX7K!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe53f1b39-1cae-40bc-b89e-908620dd93d2_2139x962.heic 1272w, https://substackcdn.com/image/fetch/$s_!UX7K!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe53f1b39-1cae-40bc-b89e-908620dd93d2_2139x962.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!UX7K!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe53f1b39-1cae-40bc-b89e-908620dd93d2_2139x962.heic" width="1456" height="655" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e53f1b39-1cae-40bc-b89e-908620dd93d2_2139x962.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:655,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:97076,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/162249021?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe53f1b39-1cae-40bc-b89e-908620dd93d2_2139x962.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!UX7K!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe53f1b39-1cae-40bc-b89e-908620dd93d2_2139x962.heic 424w, https://substackcdn.com/image/fetch/$s_!UX7K!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe53f1b39-1cae-40bc-b89e-908620dd93d2_2139x962.heic 848w, https://substackcdn.com/image/fetch/$s_!UX7K!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe53f1b39-1cae-40bc-b89e-908620dd93d2_2139x962.heic 1272w, https://substackcdn.com/image/fetch/$s_!UX7K!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe53f1b39-1cae-40bc-b89e-908620dd93d2_2139x962.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Ask yourself today: <em><strong>Where can smarter predictions make my business faster, better, or more creative?</strong></em></p><p>&#8206; </p><p>&#9658; Start small.</p><p>&#9658; Pick one workflow.</p><p>&#9658; Add an AI tool.</p><p>&#9658; Empower your team to work with it.</p><p>&#9658; Rethink your future. </p><p>&#8206; </p><p>Success will follow.</p><p></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Join my &#8220;AI Fundamentals Playbook&#8221; Series for FREE!</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p></p><div><hr></div><p><strong>Sources:</strong></p><ul><li><p>Human + Machine: Reimagining Work in the Age of AI</p></li><li><p>Competing in the Age of AI</p></li><li><p>Prediction Machines: The Simple Economics of Artificial Intelligence</p></li><li><p>The Master Algorithm</p></li><li><p>Artificial Intelligence: A Guide for Thinking Humans</p></li></ul>]]></content:encoded></item><item><title><![CDATA[Know These 10 Fundamental AI Rules ]]></title><description><![CDATA[Or they'll cost you a fortune!]]></description><link>https://www.christianfarioli.com/p/10-rules-for-driving-ai-transformation</link><guid isPermaLink="false">https://www.christianfarioli.com/p/10-rules-for-driving-ai-transformation</guid><dc:creator><![CDATA[Prof. Christian Farioli]]></dc:creator><pubDate>Thu, 17 Apr 2025 12:06:43 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/c065355e-32f5-45f8-b5f1-7850cd71781d_1456x1048.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Hello &amp; welcome to this series&#128075;  </p><p> </p><p>I&#8217;ve spent the <strong>last 23 years of my life</strong> consulting and coaching business leaders. </p><p>Delivered 100s of seminars and trainings on Marketing and AI.  </p><p>And after about a quarter of century, if there&#8217;s one thing I&#8217;m confident about, it&#8217;s this&#8230;</p><h2><strong>Most AI business-advice you find on Google search are crap! </strong></h2><p>Why? Because:</p><ul><li><p>Those are written for students and engineers. Not for executives.</p></li><li><p>Valuable articles don&#8217;t rank. And SEO-optimized crap can&#8217;t deliver.</p></li><li><p>The minimum-wage content writers aren&#8217;t AI experts.</p></li></ul><p>So in this series, I decided to share with you the fundamentals of AI Implementation that every CEO and executive should know.</p><p>In the coming 10 newsletters, we&#8217;ll dive deeper and upgrade your knowledge&#8230; one step at a time.</p><p>By the end of this series:</p><ul><li><p>You&#8217;ll be an expert of AI</p></li><li><p>You&#8217;ll know exactly what your company needs and how to get it</p></li><li><p>And you&#8217;ll save months (if not years) and millions that otherwise would&#8217;ve been wasted in trial &amp; error</p></li></ul><p>This is the first newsletter: <strong>10 Rules For Driving AI Transformation&#8212; Ones You Won&#8217;t Find On Google</strong></p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Want the upcoming parts of this series for free?Hop on!</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><p>Let&#8217;s begin,</p><h3><strong>Rule 1: Start with a real problem, not an AI opportunity</strong></h3><p>Don&#8217;t start with &#8220;What can we do with AI?&#8221;</p><p>Start with &#8220;What are the problems where AI may help?&#8221;</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!hd2_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40a6f454-8ed5-4785-9713-201ab281219e_1275x584.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!hd2_!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40a6f454-8ed5-4785-9713-201ab281219e_1275x584.heic 424w, https://substackcdn.com/image/fetch/$s_!hd2_!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40a6f454-8ed5-4785-9713-201ab281219e_1275x584.heic 848w, https://substackcdn.com/image/fetch/$s_!hd2_!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40a6f454-8ed5-4785-9713-201ab281219e_1275x584.heic 1272w, https://substackcdn.com/image/fetch/$s_!hd2_!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40a6f454-8ed5-4785-9713-201ab281219e_1275x584.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!hd2_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40a6f454-8ed5-4785-9713-201ab281219e_1275x584.heic" width="1275" height="584" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/40a6f454-8ed5-4785-9713-201ab281219e_1275x584.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:584,&quot;width&quot;:1275,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:14768,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/161527991?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40a6f454-8ed5-4785-9713-201ab281219e_1275x584.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!hd2_!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40a6f454-8ed5-4785-9713-201ab281219e_1275x584.heic 424w, https://substackcdn.com/image/fetch/$s_!hd2_!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40a6f454-8ed5-4785-9713-201ab281219e_1275x584.heic 848w, https://substackcdn.com/image/fetch/$s_!hd2_!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40a6f454-8ed5-4785-9713-201ab281219e_1275x584.heic 1272w, https://substackcdn.com/image/fetch/$s_!hd2_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F40a6f454-8ed5-4785-9713-201ab281219e_1275x584.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>AI&#8217;s strength is prediction.</p><p>Identify tasks where better predictions can reduce cost, improve accuracy, or accelerate speed.</p><p>Avoid vague goals like &#8220;improve productivity.&#8221;</p><p>Instead, pinpoint areas like:</p><ul><li><p>Forecasting demand</p></li><li><p>Prioritizing leads</p></li><li><p>Resolving support tickets</p></li></ul><p>The tighter the problem, the higher your chance of success.</p><div><hr></div><h3><strong>Rule 2: Evaluate the problem using the R.I.S.K. filter</strong></h3><p>Not every problem needs AI.</p><p>If solving that problem is not paying off it&#8217;s AI expense, do it manually.</p><div 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srcset="https://substackcdn.com/image/fetch/$s_!kaFX!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb87f7c59-edf2-40c1-a665-4af6f9aa7407_1276x584.heic 424w, https://substackcdn.com/image/fetch/$s_!kaFX!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb87f7c59-edf2-40c1-a665-4af6f9aa7407_1276x584.heic 848w, https://substackcdn.com/image/fetch/$s_!kaFX!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb87f7c59-edf2-40c1-a665-4af6f9aa7407_1276x584.heic 1272w, https://substackcdn.com/image/fetch/$s_!kaFX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb87f7c59-edf2-40c1-a665-4af6f9aa7407_1276x584.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Use the RISK checklist:</p><ul><li><p><strong>R</strong>epetitive: The problem happens often and predictably.</p></li><li><p><strong>I</strong>mpactful: Solving it will save a lot of time or money.</p></li><li><p><strong>S</strong>calable: It effects multiple people or departments.</p></li><li><p><strong>K</strong>nowable: There&#8217;s enough data to learn from.</p></li></ul><p>If the use case fails this test, AI may not deliver a return.</p><div><hr></div><h3><strong>Rule 3: Start small with &#8220;no-regret&#8221; use cases</strong></h3><p>Don&#8217;t aim for transformation on Day 1.</p><p>Start with <strong>low-risk, high-value</strong> use cases that require minimal change.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!xBo0!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F575fa6d2-e138-41ab-92cb-16ce8697bb82_1276x584.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!xBo0!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F575fa6d2-e138-41ab-92cb-16ce8697bb82_1276x584.heic 424w, https://substackcdn.com/image/fetch/$s_!xBo0!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F575fa6d2-e138-41ab-92cb-16ce8697bb82_1276x584.heic 848w, https://substackcdn.com/image/fetch/$s_!xBo0!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F575fa6d2-e138-41ab-92cb-16ce8697bb82_1276x584.heic 1272w, https://substackcdn.com/image/fetch/$s_!xBo0!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F575fa6d2-e138-41ab-92cb-16ce8697bb82_1276x584.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!xBo0!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F575fa6d2-e138-41ab-92cb-16ce8697bb82_1276x584.heic" width="1276" height="584" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/575fa6d2-e138-41ab-92cb-16ce8697bb82_1276x584.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:584,&quot;width&quot;:1276,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:21070,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/161527991?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F575fa6d2-e138-41ab-92cb-16ce8697bb82_1276x584.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!xBo0!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F575fa6d2-e138-41ab-92cb-16ce8697bb82_1276x584.heic 424w, https://substackcdn.com/image/fetch/$s_!xBo0!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F575fa6d2-e138-41ab-92cb-16ce8697bb82_1276x584.heic 848w, https://substackcdn.com/image/fetch/$s_!xBo0!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F575fa6d2-e138-41ab-92cb-16ce8697bb82_1276x584.heic 1272w, https://substackcdn.com/image/fetch/$s_!xBo0!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F575fa6d2-e138-41ab-92cb-16ce8697bb82_1276x584.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Examples:</p><ul><li><p>AI chatbots to reduce call volume</p></li><li><p>Email routing using natural language</p></li><li><p>Document classification for faster processing</p></li></ul><p>These early wins build momentum and help teams trust the system.</p><div><hr></div><h3><strong>Rule 4: Redesign the process, not just the task</strong></h3><p>AI is not a plugin. It changes how decisions are made.</p><p>Old workflows built for human judgment.</p><p>They&#8217;ll break if you impose AI in it forcefully.</p><p>Instead, redesign the system and give AI its role.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Zy3A!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F420b87e4-6025-4aa4-948c-857e5eb41e5c_1276x584.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Zy3A!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F420b87e4-6025-4aa4-948c-857e5eb41e5c_1276x584.heic 424w, https://substackcdn.com/image/fetch/$s_!Zy3A!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F420b87e4-6025-4aa4-948c-857e5eb41e5c_1276x584.heic 848w, https://substackcdn.com/image/fetch/$s_!Zy3A!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F420b87e4-6025-4aa4-948c-857e5eb41e5c_1276x584.heic 1272w, https://substackcdn.com/image/fetch/$s_!Zy3A!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F420b87e4-6025-4aa4-948c-857e5eb41e5c_1276x584.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Zy3A!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F420b87e4-6025-4aa4-948c-857e5eb41e5c_1276x584.heic" width="1276" height="584" 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srcset="https://substackcdn.com/image/fetch/$s_!Zy3A!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F420b87e4-6025-4aa4-948c-857e5eb41e5c_1276x584.heic 424w, https://substackcdn.com/image/fetch/$s_!Zy3A!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F420b87e4-6025-4aa4-948c-857e5eb41e5c_1276x584.heic 848w, https://substackcdn.com/image/fetch/$s_!Zy3A!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F420b87e4-6025-4aa4-948c-857e5eb41e5c_1276x584.heic 1272w, https://substackcdn.com/image/fetch/$s_!Zy3A!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F420b87e4-6025-4aa4-948c-857e5eb41e5c_1276x584.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>For example:</p><ul><li><p>If AI scores leads, reassign sales reps based on those scores.</p></li><li><p>If AI predicts late shipments, give logistics teams the ability to act on alerts.</p></li></ul><p>AI works best when embedded in a new process &#8212; not added to an old one.</p><div><hr></div><h3><strong>Rule 5: Don&#8217;t build what you can buy</strong></h3><p>There are three ways to implement AI:</p><ul><li><p><strong>Buy</strong>: Use prebuilt tools (e.g., ChatGPT, Microsoft Copilot)</p></li><li><p><strong>Boost</strong>: Customize them with your own data</p></li><li><p><strong>Build</strong>: Train models from scratch</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!qMCA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9595c468-d039-4297-8d66-ddff91529f6a_1275x584.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!qMCA!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9595c468-d039-4297-8d66-ddff91529f6a_1275x584.heic 424w, https://substackcdn.com/image/fetch/$s_!qMCA!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9595c468-d039-4297-8d66-ddff91529f6a_1275x584.heic 848w, 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Unless you have proprietary data and strong in-house talent, avoid building.</p><p>Buy first.</p><p>Boost when needed. </p><p>Build only if there&#8217;s long-term strategic gain.</p><div><hr></div><h3><strong>Rule 6: Prioritize data readiness before model selection</strong></h3><p>AI quality depends on the quality of data.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!W2PT!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faea05ef2-0200-4748-b41c-250e2744508b_750x500.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!W2PT!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faea05ef2-0200-4748-b41c-250e2744508b_750x500.heic 424w, https://substackcdn.com/image/fetch/$s_!W2PT!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faea05ef2-0200-4748-b41c-250e2744508b_750x500.heic 848w, https://substackcdn.com/image/fetch/$s_!W2PT!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faea05ef2-0200-4748-b41c-250e2744508b_750x500.heic 1272w, https://substackcdn.com/image/fetch/$s_!W2PT!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faea05ef2-0200-4748-b41c-250e2744508b_750x500.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!W2PT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faea05ef2-0200-4748-b41c-250e2744508b_750x500.heic" width="620" height="413.3333333333333" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/aea05ef2-0200-4748-b41c-250e2744508b_750x500.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:500,&quot;width&quot;:750,&quot;resizeWidth&quot;:620,&quot;bytes&quot;:45409,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/161527991?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faea05ef2-0200-4748-b41c-250e2744508b_750x500.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!W2PT!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faea05ef2-0200-4748-b41c-250e2744508b_750x500.heic 424w, https://substackcdn.com/image/fetch/$s_!W2PT!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faea05ef2-0200-4748-b41c-250e2744508b_750x500.heic 848w, https://substackcdn.com/image/fetch/$s_!W2PT!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faea05ef2-0200-4748-b41c-250e2744508b_750x500.heic 1272w, https://substackcdn.com/image/fetch/$s_!W2PT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faea05ef2-0200-4748-b41c-250e2744508b_750x500.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Don&#8217;t invest in AI until your data is:</p><ul><li><p>Centralized across departments</p></li><li><p>Clean, labeled, and structured</p></li><li><p>Collected at the right points in the process</p></li></ul><p>Without this foundation, AI will amplify confusion instead of driving clarity.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.christianfarioli.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">This is a reader-supported publication. To receive new posts and support my work, consider subscribing!</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p></p><div><hr></div><h3><strong>Rule 7: Train your teams, not just your models</strong></h3><p>AI systems require human oversight, tuning, and improvement.</p><p>Train your teams on:</p><ul><li><p>How to use the AI tools correctly</p></li><li><p>What the AI is predicting, and what it&#8217;s not</p></li><li><p>When to trust AI and when to override it</p></li></ul><p>AI adoption depends on confidence &#8212; and confidence comes from understanding.</p><div><hr></div><h3><strong>Rule 8: Align AI outcomes with business incentives</strong></h3><p>AI optimizes what you measure.</p><p>If you reward the wrong metric, you&#8217;ll get the wrong behavior.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!tjGM!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60ade78f-88bb-47dd-9ee3-022c786b140a_1276x584.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!tjGM!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60ade78f-88bb-47dd-9ee3-022c786b140a_1276x584.heic 424w, https://substackcdn.com/image/fetch/$s_!tjGM!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60ade78f-88bb-47dd-9ee3-022c786b140a_1276x584.heic 848w, https://substackcdn.com/image/fetch/$s_!tjGM!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60ade78f-88bb-47dd-9ee3-022c786b140a_1276x584.heic 1272w, https://substackcdn.com/image/fetch/$s_!tjGM!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60ade78f-88bb-47dd-9ee3-022c786b140a_1276x584.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!tjGM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60ade78f-88bb-47dd-9ee3-022c786b140a_1276x584.heic" width="1276" height="584" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/60ade78f-88bb-47dd-9ee3-022c786b140a_1276x584.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:584,&quot;width&quot;:1276,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:19657,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/161527991?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60ade78f-88bb-47dd-9ee3-022c786b140a_1276x584.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!tjGM!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60ade78f-88bb-47dd-9ee3-022c786b140a_1276x584.heic 424w, https://substackcdn.com/image/fetch/$s_!tjGM!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60ade78f-88bb-47dd-9ee3-022c786b140a_1276x584.heic 848w, https://substackcdn.com/image/fetch/$s_!tjGM!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60ade78f-88bb-47dd-9ee3-022c786b140a_1276x584.heic 1272w, https://substackcdn.com/image/fetch/$s_!tjGM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F60ade78f-88bb-47dd-9ee3-022c786b140a_1276x584.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>For example:</p><ul><li><p>An AI trained to reduce costs may cut quality.</p></li><li><p>An AI trained for speed may increase risk.</p></li></ul><p>Define clear performance metrics that balance accuracy, efficiency, and customer outcomes.</p><div><hr></div><h3><strong>Rule 9: Plan for scale from the beginning</strong></h3><p>AI is not a tool &#8212; it&#8217;s a system.</p><p>Once successful in one area, it often creates opportunities in others.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!VDWB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b0952e6-e385-4a20-94b0-f69f2f5fc765_1275x584.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!VDWB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b0952e6-e385-4a20-94b0-f69f2f5fc765_1275x584.heic 424w, https://substackcdn.com/image/fetch/$s_!VDWB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b0952e6-e385-4a20-94b0-f69f2f5fc765_1275x584.heic 848w, https://substackcdn.com/image/fetch/$s_!VDWB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b0952e6-e385-4a20-94b0-f69f2f5fc765_1275x584.heic 1272w, https://substackcdn.com/image/fetch/$s_!VDWB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b0952e6-e385-4a20-94b0-f69f2f5fc765_1275x584.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!VDWB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b0952e6-e385-4a20-94b0-f69f2f5fc765_1275x584.heic" width="1275" height="584" 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Prepare by:</p><ul><li><p>Documenting processes and decisions</p></li><li><p>Creating data pipelines that can be reused</p></li><li><p>Building modular components</p></li></ul><p>AI gains value as it scales &#8212; but only if you design it that way.</p><div><hr></div><h3><strong>Rule 10: Treat AI as a strategic transformation, not a technical project</strong></h3><p>AI affects how decisions are made, how teams work, and how customers are served.</p><p>It must be led by business leadership &#8212; not delegated to IT.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!JgnZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c2105e3-6e05-425e-a1aa-0db2ab14bfa2_1276x584.heic" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!JgnZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c2105e3-6e05-425e-a1aa-0db2ab14bfa2_1276x584.heic 424w, https://substackcdn.com/image/fetch/$s_!JgnZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c2105e3-6e05-425e-a1aa-0db2ab14bfa2_1276x584.heic 848w, https://substackcdn.com/image/fetch/$s_!JgnZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c2105e3-6e05-425e-a1aa-0db2ab14bfa2_1276x584.heic 1272w, https://substackcdn.com/image/fetch/$s_!JgnZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c2105e3-6e05-425e-a1aa-0db2ab14bfa2_1276x584.heic 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!JgnZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c2105e3-6e05-425e-a1aa-0db2ab14bfa2_1276x584.heic" width="1276" height="584" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8c2105e3-6e05-425e-a1aa-0db2ab14bfa2_1276x584.heic&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:584,&quot;width&quot;:1276,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:20435,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/heic&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://chrisfarioli.substack.com/i/161527991?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c2105e3-6e05-425e-a1aa-0db2ab14bfa2_1276x584.heic&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!JgnZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c2105e3-6e05-425e-a1aa-0db2ab14bfa2_1276x584.heic 424w, https://substackcdn.com/image/fetch/$s_!JgnZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c2105e3-6e05-425e-a1aa-0db2ab14bfa2_1276x584.heic 848w, https://substackcdn.com/image/fetch/$s_!JgnZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c2105e3-6e05-425e-a1aa-0db2ab14bfa2_1276x584.heic 1272w, https://substackcdn.com/image/fetch/$s_!JgnZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8c2105e3-6e05-425e-a1aa-0db2ab14bfa2_1276x584.heic 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>The CEO should define:</p><ul><li><p>What success looks like</p></li><li><p>Where the risks lie</p></li><li><p>How adoption will be tracked</p></li></ul><p>Without executive ownership, AI will remain a tool &#8212; not a competitive advantage.</p><div><hr></div><h3><strong>Conclusion</strong></h3><p>AI success doesn&#8217;t depend on size, funding, or technical depth.</p><p>It depends on clarity of purpose, discipline in execution, and leadership from the top.</p><p>Follow these 10 rules, and you&#8217;ll set the foundation for lasting impact.</p><div><hr></div><h2><strong>P.S. Whenever you&#8217;re ready, here are 3 ways I can help you with AI:</strong></h2><p></p><ol><li><p><strong>Personalized Newsletter:</strong> I send you a premium, completely-personalized newsletter every week. The newsletter contains every information and news I believe is important to your company and you. </p></li><li><p><strong>1:1 AI Consulting: </strong>I schedule a zoom meet with you and discuss your project. Here, I give you solutions to all the bottlenecks in your project, and even help you draft strategies and plans.</p></li><li><p><strong>Coaching &amp; Training:</strong> I deliver either a one-time seminar to you and your team. Or deliver a series of multi-day training.</p></li></ol><div class="directMessage button" data-attrs="{&quot;userId&quot;:176098215,&quot;userName&quot;:&quot;Prof. Christian Farioli&quot;,&quot;canDm&quot;:null,&quot;dmUpgradeOptions&quot;:null,&quot;isEditorNode&quot;:true}" data-component-name="DirectMessageToDOM"></div>]]></content:encoded></item></channel></rss>