{"id":535272,"date":"2026-07-20T14:40:23","date_gmt":"2026-07-20T14:40:23","guid":{"rendered":"https:\/\/www.newsbeep.com\/nz\/535272\/"},"modified":"2026-07-20T14:40:23","modified_gmt":"2026-07-20T14:40:23","slug":"billionaire-bill-ackman-just-bet-on-a-700-billion-hyperscaler-ai-spending-wave","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/nz\/535272\/","title":{"rendered":"Billionaire Bill Ackman Just Bet on a $700 Billion Hyperscaler AI Spending Wave"},"content":{"rendered":"\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\"><a href=\"https:\/\/www.fool.com\/terms\/h\/hyperscalers\/?utm_source=yahoo-host-full&amp;utm_medium=feed&amp;utm_campaign=article&amp;referring_guid=4eecf0b5-139d-4018-ac94-8fe365ccb75c\" data-ylk=\"slk:Hyperscalers;elm:context_link;itc:0;sec:content-canvas;source:content-canvas%20default\" data-yga=\"{&quot;yLinkText&quot;:&quot;Hyperscalers&quot;,&quot;yLinkElement&quot;:&quot;context_link&quot;,&quot;yModuleName&quot;:&quot;content-canvas&quot;,&quot;yTrafficOrigin&quot;:&quot;content-canvas default&quot;}\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">Hyperscalers<\/a> are approaching $700 billion in AI spending in 2026, which can continue to increase in the years ahead. While some investors are concerned about how long it will take for these investments to yield profits, Bill Ackman threw his hat into the ring as a tech bull.  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">An <a href=\"https:\/\/x.com\/BillAckman\/status\/2071897976348279256\" data-ylk=\"slk:X%20post;elm:context_link;itc:0;sec:content-canvas;source:content-canvas%20default\" data-yga=\"{&quot;yLinkText&quot;:&quot;X post&quot;,&quot;yLinkElement&quot;:&quot;context_link&quot;,&quot;yModuleName&quot;:&quot;content-canvas&quot;,&quot;yTrafficOrigin&quot;:&quot;content-canvas default&quot;}\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">X post<\/a> from the billionaire investor detailed a bullish thesis that assumes token costs will become more affordable. If that happens, it can further justify high capital expenditures and translate into higher profits for tech giants.  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">Missed Nvidia in 2009? This Rare Signal Is Flashing Again.\u00a0In 2009, a &#8220;Double Down&#8221; signal flashed for a little-known chipmaker called Nvidia.\u00a0For the first time in years, that same &#8220;Total Conviction&#8221; signal is flashing for a company 1\/100th the size of Nvidia.\u00a0<a href=\"https:\/\/api.fool.com\/infotron\/infotrack\/click?apikey=35527423-a535-4519-a07f-20014582e03e&amp;impression=709dc8b8-d6e1-4a19-b184-0bba769057d4&amp;url=https%3A%2F%2Fwww.fool.com%2Fmms%2Fmark%2Fa-sa-dd-total-conviction%3Faid%3D11123%26source%3Disaediica0000074%26ftm_cam%3Dsa-dd-4%26ftm_veh%3Dtop_incontent_pitch_feed_yahoo%26ftm_pit%3D19375&amp;utm_source=yahoo-host-full&amp;utm_medium=feed&amp;utm_campaign=article&amp;referring_guid=4eecf0b5-139d-4018-ac94-8fe365ccb75c\" data-ylk=\"slk:Continue%20%C2%BB;elm:context_link;itc:0;sec:content-canvas;source:content-canvas%20default\" data-yga=\"{&quot;yLinkText&quot;:&quot;Continue \u00bb&quot;,&quot;yLinkElement&quot;:&quot;context_link&quot;,&quot;yModuleName&quot;:&quot;content-canvas&quot;,&quot;yTrafficOrigin&quot;:&quot;content-canvas default&quot;}\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">Continue \u00bb<\/a>  <\/p>\n<p>    <a href=\"https:\/\/s.yimg.com\/lo\/mysterio\/api\/0D8E7BCC31F34160536B296EF6A0E3B071415C4DF63AFBC4188482EF84EC7AD7\/subgraphmysterio\/resizefit_w960;quality_80;format_webp\/https:%2F%2Fmedia.zenfs.com%2Fen%2Fmotleyfool.com%2Fc4de1b1f7cf59b02bd8ee8e1bef18866\" target=\"_blank\" rel=\"noopener noreferrer nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/ywAAAAAAQABAAACAUwAOw==\" alt=\"Bill Ackman presenting\" height=\"640\" width=\"960\" class=\"yf-lglytj loader\"\/><\/a> Pershing Square Capital Management CEO Bill Ackman. Image source: Getty Images.           Why token costs matter          <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">AI models like ChatGPT read text prompts as tokens. These tokens are also generated when users ask AI models to create images, videos, and other media.  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">Each token requires some electricity to be produced. A cloud company like Amazon\u00a0will buy Nvidia\u00a0chips that can produce the tokens. Other <a href=\"https:\/\/www.fool.com\/investing\/stock-market\/market-sectors\/information-technology\/semiconductor-stocks\/microchip-stocks\/?utm_source=yahoo-host-full&amp;utm_medium=feed&amp;utm_campaign=article&amp;referring_guid=4eecf0b5-139d-4018-ac94-8fe365ccb75c\" data-ylk=\"slk:AI%20chips;elm:context_link;itc:0;sec:content-canvas;source:content-canvas%20default\" data-yga=\"{&quot;yLinkText&quot;:&quot;AI chips&quot;,&quot;yLinkElement&quot;:&quot;context_link&quot;,&quot;yModuleName&quot;:&quot;content-canvas&quot;,&quot;yTrafficOrigin&quot;:&quot;content-canvas default&quot;}\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">AI chips<\/a> produce tokens as well, but Nvidia has the largest market share.  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">Investors closely follow how many tokens can be generated per watt of electricity consumed to determine how costs may go down in the future. If the amount of tokens generated per watt of electricity consumed doubles, then a hyperscaler&#8217;s token-related costs are cut in half.  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">Ackman is waiting patiently for tech giants to optimize their token costs. The early stages of the AI boom have been about maximizing the number of processed tokens, regardless of how many tokens were being produced for each watt of electricity consumed. He believes markets are underestimating this opportunity, and he has been using the disconnect to build positions in hyperscalers.  <\/p>\n<p>        Hyperscalers can end up with higher margins and better revenue growth rates          <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">In theory, token optimization would let hyperscalers operate with fewer Nvidia chips while serving the same number of customers. However, token optimization won&#8217;t just improve margins. It will also boost demand for hyperscalers&#8217; AI models and cloud platforms.  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">Ironically, lower token costs can actually increase the demand for AI chips. The Jevons Paradox finds that increased efficiency can translate into more customers, so investors shouldn&#8217;t expect AI chipmakers to crash amid lower token costs.  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">The report Ackman shared went on to say that Microsoft\u00a0processed more than 100 trillion tokens in a single quarter in 2025, which was a 5x year-over-year improvement. That included 50 trillion tokens in one month alone, showing meaningful month-over-month growth. Alphabet\u00a0also notified investors that it was processing more than 16 billion tokens per minute in Q1.  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">Tech giants get more out of their existing AI chips, which will be important as agentic AI and physical AI continue to scale. The $700 billion in capital expenditures is a big number, but Ackman is focused on the potential returns from those investments. He sees the light at the end of the tunnel that can yield higher profits and accelerated revenue growth rates.  <\/p>\n<p>          Don&#8217;t miss this second chance at a potentially lucrative opportunity         <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">Ever feel like you missed the boat in buying the most successful stocks? Then you&#8217;ll want to hear this.  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">On rare occasions, our expert team of analysts issues a <a href=\"https:\/\/api.fool.com\/infotron\/infotrack\/click?apikey=35527423-a535-4519-a07f-20014582e03e&amp;impression=847f93ea-08ec-46f4-99ee-980f1c4dcdbf&amp;url=https%3A%2F%2Fwww.fool.com%2Fmms%2Fmark%2Fe-sa-dd-4%3Faid%3D11123%26source%3Disaeditxt0001031%26ftm_cam%3Dsa-dd%26ftm_veh%3Darticle_pitch_feed_yahoo%26ftm_pit%3D17179&amp;utm_source=yahoo-host-full&amp;utm_medium=feed&amp;utm_campaign=article&amp;referring_guid=4eecf0b5-139d-4018-ac94-8fe365ccb75c\" data-ylk=\"slk:%22Double%20Down%22%20stock;elm:context_link;itc:0;sec:content-canvas;source:content-canvas%20default\" data-yga=\"{&quot;yLinkText&quot;:&quot;\\&quot;Double Down\\&quot; stock&quot;,&quot;yLinkElement&quot;:&quot;context_link&quot;,&quot;yModuleName&quot;:&quot;content-canvas&quot;,&quot;yTrafficOrigin&quot;:&quot;content-canvas default&quot;}\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">&#8220;Double Down&#8221; stock<\/a> recommendation\u00a0for companies that they think are about to pop. If you&#8217;re worried you&#8217;ve already missed your chance to invest, now is the best time to buy before it&#8217;s too late. And the numbers speak for themselves:  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">Nvidia:\u00a0if you invested $1,000 when we doubled down in 2009,\u00a0you&#8217;d have $526,675!*  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">Apple: if you invested $1,000 when we doubled down in 2008, you&#8217;d have $63,609!*  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">Netflix: if you invested $1,000 when we doubled down in 2004, you&#8217;d have $371,842!*  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">Right now, we&#8217;re issuing &#8220;Double Down&#8221; alerts for three incredible companies, available when you join\u00a0Stock Advisor, and there may not be another chance like this anytime soon.  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\"><a href=\"https:\/\/api.fool.com\/infotron\/infotrack\/click?apikey=35527423-a535-4519-a07f-20014582e03e&amp;impression=847f93ea-08ec-46f4-99ee-980f1c4dcdbf&amp;url=https%3A%2F%2Fwww.fool.com%2Fmms%2Fmark%2Fe-sa-dd-4%3Faid%3D11123%26source%3Disaeditxt0001031%26ftm_cam%3Dsa-dd%26ftm_pit%3D17179%26ftm_veh%3Darticle_pitch_feed_yahoo&amp;utm_source=yahoo-host-full&amp;utm_medium=feed&amp;utm_campaign=article&amp;referring_guid=4eecf0b5-139d-4018-ac94-8fe365ccb75c\" data-ylk=\"slk:See%20the%203%20stocks%20%C2%BB;elm:context_link;itc:0;sec:content-canvas;source:content-canvas%20default\" data-yga=\"{&quot;yLinkText&quot;:&quot;See the 3 stocks \u00bb&quot;,&quot;yLinkElement&quot;:&quot;context_link&quot;,&quot;yModuleName&quot;:&quot;content-canvas&quot;,&quot;yTrafficOrigin&quot;:&quot;content-canvas default&quot;}\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">See the 3 stocks \u00bb<\/a>  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\">*Stock Advisor returns as of July 13, 2026  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\"><a href=\"https:\/\/www.fool.com\/author\/20668\/\" data-ylk=\"slk:Marc%20Guberti;elm:context_link;itc:0;sec:content-canvas;source:content-canvas%20default\" data-yga=\"{&quot;yLinkText&quot;:&quot;Marc Guberti&quot;,&quot;yLinkElement&quot;:&quot;context_link&quot;,&quot;yModuleName&quot;:&quot;content-canvas&quot;,&quot;yTrafficOrigin&quot;:&quot;content-canvas default&quot;}\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">Marc Guberti<\/a> has no position in any of the stocks mentioned. The Motley Fool has positions in and recommends Alphabet, Amazon, Microsoft, and Nvidia. The Motley Fool has a <a href=\"https:\/\/www.fool.com\/legal\/fool-disclosure-policy\/\" data-ylk=\"slk:disclosure%20policy;elm:context_link;itc:0;sec:content-canvas;source:content-canvas%20default\" data-yga=\"{&quot;yLinkText&quot;:&quot;disclosure policy&quot;,&quot;yLinkElement&quot;:&quot;context_link&quot;,&quot;yModuleName&quot;:&quot;content-canvas&quot;,&quot;yTrafficOrigin&quot;:&quot;content-canvas default&quot;}\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">disclosure policy<\/a>.  <\/p>\n<p class=\"text text-block paragraph text-left neo-font-paragraph-xl-reg  yf-18d6y07\" style=\"text-decoration: none; font-style: normal; text-transform: none; text-align: inherit; font-variant-numeric: normal;\"><a href=\"https:\/\/www.fool.com\/investing\/2026\/07\/20\/billionaire-bill-ackman-just-bet-on-a-700-billion\/\" data-ylk=\"slk:Billionaire%20Bill%20Ackman%20Just%20Bet%20on%20a%20%24700%20Billion%20Hyperscaler%20AI%20Spending%20Wave;elm:context_link;itc:0;sec:content-canvas;source:content-canvas%20default\" data-yga=\"{&quot;yLinkText&quot;:&quot;Billionaire Bill Ackman Just Bet on a $700 Billion Hyperscaler AI Spending Wave&quot;,&quot;yLinkElement&quot;:&quot;context_link&quot;,&quot;yModuleName&quot;:&quot;content-canvas&quot;,&quot;yTrafficOrigin&quot;:&quot;content-canvas default&quot;}\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">Billionaire Bill Ackman Just Bet on a $700 Billion Hyperscaler AI Spending Wave<\/a> was originally published by The Motley Fool  <\/p>\n","protected":false},"excerpt":{"rendered":"Hyperscalers are approaching $700 billion in AI spending in 2026, which can continue to increase in the years&hellip;\n","protected":false},"author":2,"featured_media":535273,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[365,363,364,99630,1686,111,139,51993,69,145],"class_list":["post-535272","post","type-post","status-publish","format-standard","has-post-thumbnail","category-artificial-intelligence","tag-ai","tag-artificial-intelligence","tag-artificialintelligence","tag-bill-ackman","tag-electricity","tag-new-zealand","tag-newzealand","tag-nvidia-chips","tag-nz","tag-technology"],"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/posts\/535272","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/comments?post=535272"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/posts\/535272\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/media\/535273"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/media?parent=535272"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/categories?post=535272"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/nz\/wp-json\/wp\/v2\/tags?post=535272"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}