{"id":49090,"date":"2025-10-01T13:13:10","date_gmt":"2025-10-01T13:13:10","guid":{"rendered":"https:\/\/www.newsbeep.com\/il\/49090\/"},"modified":"2025-10-01T13:13:10","modified_gmt":"2025-10-01T13:13:10","slug":"an-ai-chart-crime-compendium","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/il\/49090\/","title":{"rendered":"An AI chart crime compendium"},"content":{"rendered":"<p>Want bad charts? We got bad charts. <\/p>\n<p>The first, from the team that brought you <a href=\"https:\/\/www.ft.com\/content\/4b39c2d8-56d0-439f-9eb5-0b16b31bd301\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">AI in 2025: 25 Themes in 25 Memes<\/a>, is\u2009.\u2009.\u2009.\u2009<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/il\/wp-content\/uploads\/2025\/10\/https:\/\/d1e00ek4ebabms.cloudfront.net\/production\/1e94c610-2d16-4e85-84cd-7e2bff0f64e7.png\" alt=\"\" data-image-type=\"image\" width=\"628\" height=\"504\" loading=\"lazy\"\/><\/p>\n<p>It\u2019s the key evidence in a note from Adrian Cox and colleagues at Deutsche Bank Research Institute (and, apologies, we\u2019re a day late in getting to it because Gmail labelled it as spam). Here\u2019s their argument:<\/p>\n<p>One AI bubble has already burst \u2013 the bubble in saying there\u2019s a bubble. <\/p>\n<p>The number of web searches for \u201cAI bubble\u201d has plummeted in the past month, according to Google Trends.<\/p>\n<p>Peak \u201cAI bubble\u201d was on Aug 21, shortly after a little-understood report from MIT appeared to suggest that hardly any organisations were getting a return from their investment in AI, and OpenAI CEO Sam Altman said investors might be getting \u201cover excited\u201d, prompting a 3.8 percent pullback in the Magnificent Seven tech stocks over five days.<\/p>\n<p>Since then, the number of web searches worldwide for \u201cAI bubble\u201d has fallen to 15 percent of that level. \u201cAI boom\u201d reached its own high a week earlier, at 40 percent of the \u201cAI bubble\u201d peak. Meanwhile, the bubble in \u201ccrypto bubble\u201d references topped out in late January at a mere quarter of the AI version.<\/p>\n<p>Let\u2019s be fair. Google Trends has its uses. Its main use is in social sciences, where it gives academics a free data-dredging resource to p-hack whatever result they want to show. <\/p>\n<p>What sometimes gets overlooked is that Trends data\u2019s a bit janky. All it offers is a relative measure of a search term\u2019s popularity using a secret-sauce sample of search volume that <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0040162524001148\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">constantly changes<\/a> and a collection method that <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s44248-024-00013-3\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">also sometimes changes<\/a>. <\/p>\n<p>Our attempts to recreate the above chart failed, though at pixel time the <a href=\"https:\/\/trends.google.com\/trends\/explore\/TIMESERIES\/1759233600?hl=en-GB&amp;tz=-60&amp;date=today+3-m&amp;hl=en-GB&amp;q=AI+bubble,crypto+bubble,AI+boom,crypto+boom&amp;sni=3\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">90-day view<\/a> still shows \u201cAI bubble\u201d searches peaking on August 21. That\u2019s around when Meta had reportedly <a href=\"https:\/\/www.wsj.com\/tech\/ai\/meta-ai-hiring-freeze-fda6b3c4\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">frozen AI hiring<\/a>, Altman was quoted as saying <a href=\"https:\/\/www.theverge.com\/command-line-newsletter\/759897\/sam-altman-chatgpt-openai-social-media-google-chrome-interview\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">the AI market is a bubble<\/a>, and \u201cAI bubble\u201d type commentary was appearing in media including <a href=\"https:\/\/www.cnn.com\/2025\/08\/22\/business\/ai-vibe-shift-nightcap\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">CNN<\/a>, <a href=\"https:\/\/www.theguardian.com\/technology\/2025\/aug\/23\/is-the-ai-bubble-about-to-burst-and-send-the-stock-market-into-freefall\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">The Guardian<\/a>, <a href=\"https:\/\/www.nytimes.com\/2025\/08\/22\/podcasts\/is-this-an-ai-bubble-metas-missing-morals-tiktok-shock-slop.html\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">NYT<\/a>, <a href=\"https:\/\/www.latimes.com\/business\/story\/2025-08-20\/say-farewell-to-the-ai-bubble-and-get-ready-for-the-crash\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">LA Times<\/a>, <a href=\"https:\/\/www.forbes.com\/sites\/hanktucker\/2025\/08\/25\/why-ai-stocks-are-giving-some-investors-dotcom-bubble-dj-vu\/\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">Forbes<\/a>, <a href=\"https:\/\/www.hks.harvard.edu\/centers\/mrcbg\/programs\/growthpolicy\/ai-bubble-bursting-lessons-dot-com-era\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">Harvard<\/a>, <a href=\"https:\/\/fortune.com\/2025\/08\/24\/is-ai-a-bubble-market-crash-gary-marcus-openai-gpt5\/\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">Fortune<\/a>, <a href=\"https:\/\/www.telegraph.co.uk\/business\/2025\/08\/20\/us-tech-stocks-tumble-on-ai-bubble-fears\/\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">The Telegraph<\/a>, <a href=\"https:\/\/www.ft.com\/content\/a76f238d-5543-4c01-9419-52aaf352dc23\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">The Financial Times<\/a> and <a href=\"https:\/\/www.ft.com\/content\/2469cd71-9455-4a24-a7b0-a16d5f9586e1\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">FT Alphaville<\/a>. How many searches for \u201cAI bubble\u201d were journalists looking for filler material is not something that can be determined.<\/p>\n<p>Another tricky question is whether search volumes have any predictive power. This theme\u2019s been studied a lot, in areas such as <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0925231218300572\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">stocks trading<\/a>, <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0140988323001019?via%3Dihub\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">oil trading<\/a>, <a href=\"http:\/\/www.csam.or.kr\/journal\/view.html?doi=10.29220\/CSAM.2022.29.1.041\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">oil consumption<\/a>, <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/abs\/10.1002\/for.2500\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">FX<\/a>, <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S1059056023000035?via%3Dihub\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">FX options<\/a>, <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s10660-023-09801-6\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">crypto trading<\/a>, <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/abs\/10.1002\/for.2559\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">private consumption<\/a>, <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/10.1002\/for.3104\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">fast-fashion trends<\/a>, <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/10.1002\/for.3102\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">violence against women<\/a>, <a href=\"https:\/\/www.mdpi.com\/2571-9394\/3\/4\/48\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">internal migration<\/a>, <a href=\"https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC12084604\/\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">long-Covid<\/a>, and \u201c<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S1524904225002346\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">global interest in pain<\/a>\u201d. We couldn\u2019t find any meta-analysis to sum the findings so had to read the conclusions, where the most common answer to the question is, \u201cit depends\u201d. <\/p>\n<p>To add to the literature, here\u2019s a chart. <\/p>\n<p><a href=\"#25410347\"><\/p>\n<p class=\"o-message__content-main\">Some content could not load. Check your internet connection or browser settings.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/il\/wp-content\/uploads\/2025\/10\/https:\/\/public.flourish.studio\/visualisation\/25410347\/thumbnail\" alt=\"\"\/><\/a><\/p>\n<p>It\u2019s silly, sure. But is it any sillier than the one at the top of the page? Your call. <\/p>\n<p>Next!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/il\/wp-content\/uploads\/2025\/10\/https:\/\/d1e00ek4ebabms.cloudfront.net\/production\/57cf18da-8acd-4e23-833d-4c8a2c9ab3ac.png\" alt=\"\" data-image-type=\"image\" width=\"1017\" height=\"641\" loading=\"lazy\"\/><\/p>\n<p>The above is from the <a href=\"https:\/\/www.dallasfed.org\/research\/economics\/2025\/0624\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">Dallas Fed\u2019s research department<\/a>. We checked the website several times to confirm it\u2019s real. To save you the click, here\u2019s the explainer:<\/p>\n<p>Under one view of the likely impact of AI, the future will look similar to the past, and AI is just the latest technology to come along that will keep living standards improving at their historical rate. With this expectation, living standards over the next quarter century will follow something close to the orange line in Chart 1, extending past 2024.<\/p>\n<p>However, discussions about AI sometimes include more extreme scenarios associated with the concept of the technological singularity. Technological singularity refers to a scenario in which AI eventually surpasses human intelligence, leading to rapid and unpredictable changes to the economy and society. Under a benign version of this scenario, machines get smarter at a rapidly increasing rate, eventually gaining the ability to produce everything, leading to a world in which the fundamental economic problem, scarcity, is solved. Under this scenario, the future could look something like the (hypothetical) red line in Chart 1.<\/p>\n<p>Under a less benign version of this scenario, machine intelligence overtakes human intelligence at some finite point in the near future, the machines become malevolent, and this eventually leads to human extinction. This is a recurring theme in science fiction, but scientists working in the field take it seriously enough to call for guidelines for AI development. Under this scenario, the future could look something like the (hypothetical) purple line in Chart 1.<\/p>\n<p>Today there is little empirical evidence that would prompt us to put much weight on either of these extreme scenarios (although economists have explored the implications of each). A more reasonable scenario might be one in which AI boosts annual productivity growth by 0.3 percentage points for the next decade. This is at the low end of a range of estimates produced by economists at Goldman Sachs. Under this scenario, we are looking at a difference in GDP per capita in 2050 of only a few thousand dollars, which is not trivial but not earth shattering either. This scenario is illustrated with the green line in Chart 1.<\/p>\n<p>Examination of what humanity\u2019s erasure might mean for centralised Treasury coupon processing will have to wait for another time. Next!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/il\/wp-content\/uploads\/2025\/10\/https:\/\/d1e00ek4ebabms.cloudfront.net\/production\/3ad2aaf1-f1ce-409d-a5cf-d4d3a7e4ef54.png\" alt=\"\" data-image-type=\"image\" width=\"1023\" height=\"819\" loading=\"lazy\"\/><\/p>\n<p>Lots of AI spending carousel charts have been doing the rounds recently, but it\u2019s still interesting to see one in actual published investment bank research. <\/p>\n<p>The above image is from Citigroup, which had previously been forecasting AI capex across the hyperscalers at $2.3tn by 2029. Yesterday it moved to $2.8tn, citing \u201ca flurry of announcements from OpenAI and Nvidia, Alibaba and Nvidia, CoreWeave and Oracle, Microsoft, Stargate and its partners\u201d. What it\u2019s showing, in case you were mistaking it for pass-the-parcel finance, is the one true path to payback. Per Citi:<\/p>\n<p>While there are similarities between the AI partnerships like NVIDIA\/OpenAI\/Oracle and AWS\/Anthropic to those networking deals involving Nortel\/Lucent\/Cisco and early Internet startups \u2013 particularly the circular nature of vendor based leasing arrangements, the critical distinction, in our view, is the \u201coff-ramp\u201d created by growing external demand for AI services driven by enterprise adoption.<\/p>\n<p>While true that AI companies have spent (and will likely continue to spend) considerable amounts of cash to fund their growth, we do not see evidence that this spending is associated with excessive advertising spend to build market or mind share to service a customer that ultimately doesn\u2019t exist. Rather, we believe AI companies have line of sight into a reliable and discernable level of demand as indicated by (1) enterprise commentary on gains across knowledge retrieval, customer service, and healthcare and (2) continued technological progress that widens AI\u2019s scope of application. Said differently, we believe enterprises have provided a clear external validation of value to near term interdepencies taking shape.<\/p>\n<p>Great stuff. Next!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/il\/wp-content\/uploads\/2025\/10\/https:\/\/d1e00ek4ebabms.cloudfront.net\/production\/fc193d22-6a84-4336-9c79-02def0fa125c.png\" alt=\"\" data-image-type=\"image\" width=\"649\" height=\"541\" loading=\"lazy\"\/><\/p>\n<p>The above is from page 33 of <a href=\"https:\/\/www.bain.com\/insights\/topics\/technology-report\/\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">Bain &amp; Company\u2019s Technology Report 2025<\/a> and\u2009.\u2009.\u2009.\u2009honestly, it shouldn\u2019t be included in this post because, fair enough.<\/p>\n<p>The argument presented is fairly simple. Compute demand has been growing at 4.5x every year over the past decade, whereas <a href=\"https:\/\/en.wikipedia.org\/wiki\/Moore%27s_law\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">Moore\u2019s Law<\/a> of chip efficiency predicts 2x growth every two years (and <a href=\"https:\/\/penntoday.upenn.edu\/news\/penn-engineering-moores-law-really-dead\" data-trackable=\"link\" rel=\"nofollow noopener\" target=\"_blank\">may also be dead<\/a>). Because of this mismatch, the power needed for compute might hit 200gw by 2030. <\/p>\n<p>Building all that power infrastructure makes the economics of AI\u2019s current trajectory unaffordable, and the assumptions for making it otherwise are implausible:<\/p>\n<p>Bain\u2019s research suggests that building the data centers with the computing power needed to meet that anticipated demand would require about $500 billion of capital investment each year, a staggering sum that far exceeds any anticipated or imagined government subsidies. This suggests that the private sector would need to generate enough new revenue to fund the power upgrade. How much is that? Bain\u2019s analysis of sustainable ratios of capex to revenue for cloud service providers suggests that $500 billion of annual capex corresponds to $2 trillion in annual revenue.<\/p>\n<p>What could fund this $2 trillion every year? If companies shifted all of their on-premise IT budgets to cloud and also reinvested the savings anticipated from applying AI in sales, marketing, customer support, and R&amp;D (estimated at about 20% of those budgets) into capital spending on new data centers, the amount would still fall $800 billion short of the revenue needed to fund the full investment (see Figure 2).<\/p>\n<p>The caveats Bain offers involve people inventing more efficient ways to mash data and quantum computing arriving much earlier than expected. As it stands, stable quantum computers are still 10 to 15 years away and power is a highly regulated industry where things can\u2019t happen quickly, so without some great unanticipated breakthrough out of leftfield, \u201cthe field could be left to only those players in markets with adequate public funding.\u201d<\/p>\n<p>We\u2019re living through very odd times when a management consulting firm is the most sensible voice in the room.<\/p>\n","protected":false},"excerpt":{"rendered":"Want bad charts? We got bad charts. The first, from the team that brought you AI in 2025:&hellip;\n","protected":false},"author":2,"featured_media":49091,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[345,343,344,85,46,125],"class_list":["post-49090","post","type-post","status-publish","format-standard","has-post-thumbnail","category-artificial-intelligence","tag-ai","tag-artificial-intelligence","tag-artificialintelligence","tag-il","tag-israel","tag-technology"],"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/posts\/49090","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/comments?post=49090"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/posts\/49090\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/media\/49091"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/media?parent=49090"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/categories?post=49090"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/il\/wp-json\/wp\/v2\/tags?post=49090"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}