{"id":1004785425,"date":"2026-01-29T00:52:52","date_gmt":"2026-01-29T08:52:52","guid":{"rendered":"https:\/\/www.commercialsearch.com\/news\/?p=1004785425"},"modified":"2026-01-29T05:09:58","modified_gmt":"2026-01-29T13:09:58","slug":"why-ais-struggle-with-logic-matters","status":"publish","type":"post","link":"https:\/\/www.commercialsearch.com\/news\/why-ais-struggle-with-logic-matters\/","title":{"rendered":"Why AI\u2019s Struggle With Logic Matters"},"content":{"rendered":"\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a1e416a68b7a&quot;}\" data-wp-interactive=\"core\/image\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"1004785474\" data-permalink=\"https:\/\/www.commercialsearch.com\/news\/why-ais-struggle-with-logic-matters\/artificial-intelligence-ai-machine-learning-and-modern-computer-technologies-concepts-business-technology-internet-and-network-concept-2\/\" data-orig-file=\"https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1215248511.jpg\" data-orig-size=\"1200,610\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;4&quot;,&quot;credit&quot;:&quot;Getty Images\/iStockphoto&quot;,&quot;camera&quot;:&quot;DSC-RX10M4&quot;,&quot;caption&quot;:&quot;Artificial intelligence (AI), machine learning and modern computer technologies concepts. Business, Technology, Internet and network concept.&quot;,&quot;created_timestamp&quot;:&quot;1579046400&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;29.69&quot;,&quot;iso&quot;:&quot;200&quot;,&quot;shutter_speed&quot;:&quot;0.01&quot;,&quot;title&quot;:&quot;Artificial intelligence (AI), machine learning and modern computer technologies concepts. Business, Technology, Internet and network concept.&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"Artificial intelligence (AI), machine learning and modern computer technologies concepts. Business, Technology, Internet and network concept.\" data-image-description=\"&lt;p&gt;iStock image purchased for a one time use. Do not reuse without requesting permission from the art department&lt;\/p&gt;\n\" data-image-caption=\"&lt;p&gt;Image by putilich\/iStockphoto.com&lt;\/p&gt;\n\" data-large-file=\"https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1215248511.jpg?w=1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on-async--click=\"actions.showLightbox\" data-wp-on-async--load=\"callbacks.setButtonStyles\" data-wp-on-async-window--resize=\"callbacks.setButtonStyles\" height=\"521\" width=\"1024\" src=\"https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1215248511.jpg?w=1024\" alt=\"Artificial intelligence (AI), machine learning and modern computer technologies concepts. Business, Technology, Internet and network concept.\" class=\"wp-image-1004785474\" srcset=\"https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1215248511.jpg 1200w, https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1215248511.jpg?resize=300,153 300w, https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1215248511.jpg?resize=768,390 768w, https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1215248511.jpg?resize=1024,521 1024w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on-async--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\"><em>Image by putilich\/iStockphoto.com<\/em><\/figcaption><\/figure>\n\n\n\n<p>Stunning amounts of money are being poured into AI investment, with five years of aggressive investment occurring in just 12-18 months. However, this surge will largely be the redirection of investment dollars rather than the creation of massive new investment activity. This is because investments will be withdrawn from areas imperiled by artificial intelligence breakthroughs. In this regard, it will be similar to what occurred with the advent of online retail investment, which basically redirected capital spending from stores to online platforms. This resulted in little net change in total investment.<\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-fl-body-text-color has-text-color has-background wp-element-button\" href=\"https:\/\/www.mydigitalpublication.com\/publication\/?i=860190\" style=\"background-color:#1bb1ae\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><strong>READ THE MAGAZINE<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a1e416a69767&quot;}\" data-wp-interactive=\"core\/image\" class=\"alignright size-large is-resized wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"600\" data-attachment-id=\"1004529544\" data-permalink=\"https:\/\/www.commercialsearch.com\/news\/economists-view-the-feds-misguided-path-on-interest-rates\/peter-linneman-2\/\" data-orig-file=\"https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2021\/05\/Peter-Linneman.jpg\" data-orig-size=\"800,600\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Peter-Linneman\" data-image-description=\"&lt;p&gt;Peter-Linneman&lt;\/p&gt;\n\" data-image-caption=\"&lt;p&gt;Economist\u2019s View: The Fed\u2019s Misguided Path on Interest Rates&lt;\/p&gt;\n\" data-large-file=\"https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2021\/05\/Peter-Linneman.jpg?w=800\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on-async--click=\"actions.showLightbox\" data-wp-on-async--load=\"callbacks.setButtonStyles\" data-wp-on-async-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2021\/05\/Peter-Linneman.jpg?w=800\" alt=\"Peter-Linneman\" class=\"wp-image-1004529544\" style=\"width:400px\" srcset=\"https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2021\/05\/Peter-Linneman.jpg 800w, https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2021\/05\/Peter-Linneman.jpg?resize=300,225 300w, https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2021\/05\/Peter-Linneman.jpg?resize=768,576 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on-async--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\">Peter Linneman<\/figcaption><\/figure><\/div>\n\n\n<p>People are atwitter about how not only particular tasks but all human employment will be obliterated by the spread of AI. I\u2019m highly doubtful that this will occur. Since the onset of the Industrial Revolution, claims repeatedly have been made that each breakthrough is the end of employability for most workers. However, for nearly 200 years, new technologies have always resulted in more net labor demand, as the wealth created generates jobs that more than offset specific job losses. Thus, while many jobs will be eliminated, I expect that many more new jobs will appear. So while tractors eliminated many jobs walking behind a plow horse, more importantly it freed the population to pursue far more productive activities. Similarly, industrial robots freed millions of workers from bending metal, all while raising the general quality of life. The impact of AI may be different from historical experience, but we have no reason to believe that that will be the case.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote has-text-color has-link-color wp-elements-ff43c2bb52687645f8d22b4a7798780c is-layout-flow wp-block-quote-is-layout-flow\" style=\"color:#3d5360\">\n<p><strong>Since the onset of the Industrial Revolution, claims repeatedly have been made that each breakthrough is the end of employability for most workers.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;6a1e416a6a019&quot;}\" data-wp-interactive=\"core\/image\" class=\"wp-block-image size-large wp-lightbox-container\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"1004785476\" data-permalink=\"https:\/\/www.commercialsearch.com\/news\/why-ais-struggle-with-logic-matters\/artificial-intelligence-ai-machine-learning-and-modern-computer-technologies-concepts-business-technology-internet-and-network-concept-3\/\" data-orig-file=\"https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1225690793.jpg\" data-orig-size=\"1200,578\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;4&quot;,&quot;credit&quot;:&quot;Getty Images\/iStockphoto&quot;,&quot;camera&quot;:&quot;DSC-RX10M4&quot;,&quot;caption&quot;:&quot;Artificial intelligence (AI), machine learning and modern computer technologies concepts. Business, Technology, Internet and network concept.&quot;,&quot;created_timestamp&quot;:&quot;1579046400&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;29.69&quot;,&quot;iso&quot;:&quot;200&quot;,&quot;shutter_speed&quot;:&quot;0.01&quot;,&quot;title&quot;:&quot;Artificial intelligence (AI), machine learning and modern computer technologies concepts. Business, Technology, Internet and network concept.&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"iStock-1225690793\" data-image-description=\"&lt;p&gt;iStock image purchased for a one time use. Do not reuse without requesting permission from the art department&lt;\/p&gt;\n\" data-image-caption=\"&lt;p&gt;Image by putilich\/iStockphoto.com&lt;\/p&gt;\n\" data-large-file=\"https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1225690793.jpg?w=1024\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on-async--click=\"actions.showLightbox\" data-wp-on-async--load=\"callbacks.setButtonStyles\" data-wp-on-async-window--resize=\"callbacks.setButtonStyles\" height=\"493\" width=\"1024\" src=\"https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1225690793.jpg?w=1024\" alt=\"Artificial intelligence (AI), machine learning and modern computer technologies concepts. Business, Technology, Internet and network concept.\" class=\"wp-image-1004785476\" srcset=\"https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1225690793.jpg 1200w, https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1225690793.jpg?resize=300,145 300w, https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1225690793.jpg?resize=768,370 768w, https:\/\/www.commercialsearch.com\/news\/wp-content\/uploads\/sites\/46\/2026\/01\/iStock-1225690793.jpg?resize=1024,493 1024w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on-async--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\"><em>Image by putilich\/iStockphoto.com<\/em><\/figcaption><\/figure>\n\n\n\n<p>A final problem is that we have not found AI capable of \u201ccounter narrative\u201d insights. This is hardly surprising given that it is trained on prevailing narratives. But our longtime readers appreciate the fact that we are not a slave to prevailing narratives. Until AI can predictably overcome these limitations, we will monitor the progress of the technology while relying on genuine intelligence to write The Linneman Letter. That said, we continue to explore the various uses of AI for discrete projects such as data organization and certain analytics.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote has-text-color has-link-color wp-elements-6f4909b8f1476bc5245dc2a23f83610e is-layout-flow wp-block-quote-is-layout-flow\" style=\"color:#3d5360\">\n<p><strong>While great strides have been made in training (ever proliferating) AI models since 2022 when ChatGPT was introduced, accuracy is never a certainty.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>Given the proliferation of AI these days, we are frequently asked if we\u2019re using AI to write The Linneman Letter. So far, the answer is \u201cno.\u201d This is for three reasons. First, AI writing is still mediocre, and our readers are not willing to pay for mediocrity. And while AI writes better than most college students (a low bar), it remains pedestrian. A second challenge is the frequency of hallucinations (more precisely, making things up out of whole cloth). While great strides have been made in training (ever proliferating) AI models since 2022, when ChatGPT was introduced, accuracy is never a certainty. Making this problem particularly worrisome is that the hallucinations generally seem reasonable.<\/p>\n\n\n\n<p><em>Dr. Peter Linneman is a principal &amp; founder of Linneman Associates (www.linnemanassociates.com), Professor Emeritus at the Wharton School of Business, University of Pennsylvania, author of \u201cReal Estate Finance and Investments: Risks and Opportunities,\u201d and co-author of \u201cThe Great Age Reboot: Cracking the Longevity Code for a Longer Tomorrow.\u201d Follow Dr. Linneman on X: @P_Linneman<\/em><\/p>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-background\" style=\"background-color:#16a19a33\"><em><a href=\"https:\/\/www.mydigitalpublication.com\/publication\/?i=860190\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Read the February 2026 issue of CPE.<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The\u202f lack of real reasoning is still a significant hurdle for CRE, according to Dr. Peter Linneman.   <\/p>\n","protected":false},"author":893,"featured_media":1004785473,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1521,37752,51037],"tags":[],"class_list":["post-1004785425","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-digital","category-research-center-economy-ecommerce","category-trends"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v23.4 (Yoast SEO v24.6) - 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