{"id":360,"date":"2025-03-01T17:16:42","date_gmt":"2025-03-01T23:16:42","guid":{"rendered":"https:\/\/technoligarch.com\/?p=360"},"modified":"2025-03-01T17:16:42","modified_gmt":"2025-03-01T23:16:42","slug":"artificial-intelligence-is-like-artificial-flight","status":"publish","type":"post","link":"https:\/\/technoligarch.com\/?p=360","title":{"rendered":"Artificial intelligence is like artificial flight"},"content":{"rendered":"<div class=\"boldgrid-section\">\n<div class=\"container\">\n<div class=\"row\">\n<div class=\"col-lg-12 col-md-12 col-xs-12 col-sm-12\">\n<p>The economics of foundational AI models may resemble those of the&nbsp;<strong>airline industry<\/strong>.<\/p>\n<p>Most of the value created accrues to the&nbsp;<strong>manufacturers and the world at large<\/strong>\u2014while the entities actually running the flights capture very little.<\/p>\n<ul class=\"\">\n<li><strong>NVIDIA &amp; co.<\/strong>&nbsp;are like&nbsp;<strong>Boeing and Airbus<\/strong>\u2014building the machines that enable everything.<\/li>\n<li><strong>Azure, AWS, and others<\/strong>&nbsp;sell the&nbsp;<strong>jet fuel<\/strong>&nbsp;(compute power) that makes it all run.<\/li>\n<li>The sellers of&nbsp;<strong>hardware and energy<\/strong>&nbsp;have relatively deep profit pools.<\/li>\n<\/ul>\n<h3 class=\"header-anchor-post\"><strong>Who captures the most value?<\/strong><\/h3>\n<div class=\"pencraft pc-display-flex pc-alignItems-center pc-position-absolute pc-reset header-anchor-parent\">\n<div class=\"pencraft pc-display-contents pc-reset pubTheme-yiXxQA\">\n<div class=\"pencraft pc-reset header-anchor offset-top\" id=\"\u00a7who-captures-the-most-value\"><span style=\"font-size: inherit;\">The biggest beneficiary of air travel is <\/span><strong style=\"font-size: inherit;\">society<\/strong><span style=\"font-size: inherit;\">.<\/span><\/div>\n<div><\/div>\n<\/div>\n<\/div>\n<ul class=\"\">\n<li>People get to see the world.<\/li>\n<li>Entire economies are built on tourism.<\/li>\n<li>International business and geopolitics flourish.<\/li>\n<li>Companies like Expedia, Airbnb, and others emerge.<\/li>\n<li>Countless second-order effects\u2014from changes in culture to travel influencers on Instagram.<\/li>\n<\/ul>\n<p>Meanwhile, the airlines? They capture almost nothing.<\/p>\n<ul>\n<li>The airline industry generates over&nbsp;<strong>$1 trillion in revenue<\/strong>&nbsp;but has razor-thin margins&nbsp;<strong>(~3.6%)<\/strong>.<\/li>\n<li>It\u2019s a high-CAPEX business that often&nbsp;<strong>returns less than its cost of capital<\/strong>.<\/li>\n<\/ul>\n<p class=\"\">Sound familiar?<\/p>\n<h3 class=\"header-anchor-post\"><strong>Again, the world benefits<\/strong><\/h3>\n<div class=\"pencraft pc-display-flex pc-alignItems-center pc-position-absolute pc-reset header-anchor-parent\">\n<div class=\"pencraft pc-display-contents pc-reset pubTheme-yiXxQA\">\n<div class=\"pencraft pc-reset header-anchor offset-top\" id=\"\u00a7again-the-world-benefits\"><span style=\"font-size: inherit;\">Like air travel, foundational AI models will generate <\/span><strong style=\"font-size: inherit;\">immense value<\/strong><span style=\"font-size: inherit;\">\u2014but much of it will accrue elsewhere.<\/span><\/div>\n<div><\/div>\n<\/div>\n<\/div>\n<ul class=\"\">\n<li><strong>Hardware manufacturers<\/strong>&nbsp;(NVIDIA, AMD, etc.) and&nbsp;<strong>hyperscalers<\/strong>&nbsp;(AWS, Azure, GCP) will prosper.<\/li>\n<li><strong>Society as a whole<\/strong>&nbsp;will benefit in ways that are both&nbsp;<strong>obvious and unpredictable<\/strong>.<\/li>\n<li>Meanwhile,&nbsp;<strong>foundation models themselves<\/strong>&nbsp;may have&nbsp;<strong>razor-thin margins<\/strong>\u2014likely even being value-dilutive in their current form.<\/li>\n<\/ul>\n<h3 class=\"header-anchor-post\"><strong>Searching for margin<\/strong><\/h3>\n<div class=\"pencraft pc-display-flex pc-alignItems-center pc-position-absolute pc-reset header-anchor-parent\">\n<div class=\"pencraft pc-display-contents pc-reset pubTheme-yiXxQA\">\n<div class=\"pencraft pc-reset header-anchor offset-top\" id=\"\u00a7searching-for-margin\"><span style=\"font-size: inherit;\">Airlines had to innovate beyond selling flights\u2014venturing into:<\/span><\/div>\n<div><\/div>\n<\/div>\n<\/div>\n<ul class=\"\">\n<li>Higher-margin bundled vacations<\/li>\n<li>Credit card partnerships<\/li>\n<li>Loyalty programs<\/li>\n<\/ul>\n<p>Foundation models will likely need to do something similar in the product layer. What is their equivalent?<\/p>\n<h3 class=\"header-anchor-post\"><strong>Beyond the obvious<\/strong><\/h3>\n<div class=\"pencraft pc-display-flex pc-alignItems-center pc-position-absolute pc-reset header-anchor-parent\">\n<div class=\"pencraft pc-display-contents pc-reset pubTheme-yiXxQA\">\n<div class=\"pencraft pc-reset header-anchor offset-top\" id=\"\u00a7beyond-the-obvious\"><span style=\"font-size: inherit;\">Perhaps, like artificial flight, artificial intelligence is <\/span><em style=\"font-size: inherit;\">destined<\/em><span style=\"font-size: inherit;\">&nbsp;to be a&nbsp;<\/span><strong style=\"font-size: inherit;\">gift<\/strong><span style=\"font-size: inherit;\">&nbsp;to society.<\/span><\/div>\n<\/div>\n<\/div>\n<p class=\"\">Unlocking flight made the world&nbsp;<strong>smaller<\/strong>\u2014distance was no longer a limiting constraint. This meant:<\/p>\n<p>1) You can travel.<\/p>\n<p>2) The Lakers can fly to play the Knicks\u2014and you can watch.<\/p>\n<p>3) Sports betting booms.<\/p>\n<p>What are the second and third-order effects of unlocking intelligence?<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>The economics of foundational AI models may resemble those of the&nbsp;airline industry. Most of the value created accrues to the&nbsp;manufacturers and the world at large\u2014while the entities actually running the flights capture very little. NVIDIA &hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"bgseo_title":"","bgseo_description":"","bgseo_robots_index":"index","bgseo_robots_follow":"follow","_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[10],"tags":[],"class_list":["post-360","post","type-post","status-publish","format-standard","hentry","category-reflections"],"_links":{"self":[{"href":"https:\/\/technoligarch.com\/index.php?rest_route=\/wp\/v2\/posts\/360","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/technoligarch.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/technoligarch.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/technoligarch.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/technoligarch.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=360"}],"version-history":[{"count":1,"href":"https:\/\/technoligarch.com\/index.php?rest_route=\/wp\/v2\/posts\/360\/revisions"}],"predecessor-version":[{"id":361,"href":"https:\/\/technoligarch.com\/index.php?rest_route=\/wp\/v2\/posts\/360\/revisions\/361"}],"wp:attachment":[{"href":"https:\/\/technoligarch.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=360"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/technoligarch.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=360"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/technoligarch.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=360"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}