{"id":175,"date":"2026-04-08T04:49:29","date_gmt":"2026-04-08T04:49:29","guid":{"rendered":"https:\/\/www.europesays.com\/ai\/175\/"},"modified":"2026-04-08T04:49:29","modified_gmt":"2026-04-08T04:49:29","slug":"ai-firms-annual-recurring-revenue-metrics-draw-scrutiny","status":"publish","type":"post","link":"https:\/\/www.europesays.com\/ai\/175\/","title":{"rendered":"AI Firms\u2019 Annual Recurring Revenue Metrics Draw Scrutiny"},"content":{"rendered":"<p>Many artificial intelligence (AI) startups use annual recurring revenue as a metric for their growth.<\/p>\n<p>However, this increasingly common practice has become one of the least-trusted measurements of success in the AI space, Bloomberg News <a href=\"https:\/\/www.bloomberg.com\/news\/articles\/2026-04-07\/what-is-arr-behind-the-least-trusted-metric-of-the-ai-era?utm_source=website&amp;utm_medium=share&amp;utm_campaign=email\" rel=\"nofollow noopener\" target=\"_blank\">reported<\/a> Tuesday (April 7).<\/p>\n<p>\u201cThe startup world has always been a bit more of a Wild West,\u201d <a href=\"https:\/\/profiles.stanford.edu\/charles-eesley\" rel=\"nofollow noopener\" target=\"_blank\">Chuck Eesley<\/a>, professor of management science and engineering at <a href=\"https:\/\/www.stanford.edu\/\" rel=\"nofollow noopener\" target=\"_blank\">Stanford University<\/a>, told Bloomberg.<\/p>\n<p>\u201cThere are no audit requirements, there are no SEC definitions, so basically there\u2019s no cop on the beat other than the VCs and acquirers doing their due diligence,\u201d he said, so that a number can \u201cmean whatever the founder needs it to mean\u201d during dealmaking or fundraising.<\/p>\n<p>Annual recurring revenue (ARR) calculations work like this: a company takes a single month\u2019s revenue from recurring contracts and multiples it by 12 for a year-long projection. Companies that have <a href=\"https:\/\/www.pymnts.com\/artificial-intelligence-2\/2026\/openais-annual-recurring-revenue-tripled-to-20-billion-in-2025\/\" rel=\"nofollow noopener\" target=\"_blank\">used this practice<\/a> include <a href=\"https:\/\/www.anthropic.com\/\" rel=\"nofollow noopener\" target=\"_blank\">Anthropic<\/a> and <a href=\"https:\/\/openai.com\/\" rel=\"nofollow noopener\" target=\"_blank\">OpenAI<\/a>.<\/p>\n<p>    <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.pymnts.com\/wp-content\/uploads\/2026\/02\/Google-PYMNTS-blackbox.svg\" alt=\"Preferred Source\" class=\"img-fluid\" width=\"262\" height=\"147\"\/><\/p>\n<p>We\u2019d love to be your <a href=\"https:\/\/www.google.com\/preferences\/source?q=pymnts.com\" target=\"_blank\" rel=\"noopener nofollow\">preferred source for news<\/a>.<\/p>\n<p>Please add us to your preferred sources list so our news, data and interviews show up in your feed. Thanks!<\/p>\n<p>The Bloomberg report noted that there is nothing inherently wrong with measuring growth this way, and if a company adds new subscribers each month, it can offer a more accurate glimpse into revenue than looking at past sales.<\/p>\n<p style=\"text-align:center\">Advertisement: Scroll to Continue<\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/darren-yee-458791b8\" rel=\"nofollow noopener\" target=\"_blank\">Darren Yee<\/a>, a senior venture associate at <a href=\"https:\/\/entrepreneur.nyu.edu\/resource\/innovation-venture-fund\/\" rel=\"nofollow noopener\" target=\"_blank\">NYU\u2019s Innovation Venture Fund<\/a>, told Bloomberg that\u2014until recently\u2014ARR was seen as a reliable gauge for software businesses, especially those selling predictable services to other companies.<\/p>\n<p>\u201cThis worked really well when <a href=\"https:\/\/www.pymnts.com\/subscriptions\/2025\/why-the-subscription-business-is-no-longer-about-content\/\" rel=\"nofollow noopener\" target=\"_blank\">subscription pricing<\/a> was very straightforward,\u201d Yee said. \u201cAnd that\u2019s been true for a long time, basically up until AI.\u201d<\/p>\n<p>However, recurring revenue gives companies a lot of freedom in how precisely to measure, meaning it\u2019s easy for startups to juke their numbers, which can vary if revenue swings from week to week or recurring subscriptions lapse.<\/p>\n<p>Eesley said many AI business customers are eager to try <a href=\"https:\/\/www.pymnts.com\/news\/artificial-intelligence\/2026\/ai-moves-saas-subscriptions-consumption\/\" rel=\"nofollow noopener\" target=\"_blank\">new tools<\/a>, but only on a trial basis before cancelling their subscriptions. Revenue from that trial period can be considered as \u201crecurring,\u201d even if a contract doesn\u2019t renew.<\/p>\n<p>In other AI news, OpenAI issued a report this week calling for an <a href=\"https:\/\/www.pymnts.com\/artificial-intelligence-2\/2026\/openai-urges-new-economic-rules-for-the-ai-era\/\" rel=\"nofollow noopener\" target=\"_blank\">industrial policy<\/a> that can manage the challenges presented by the technology.<\/p>\n<p>\u201cAs AI <a href=\"https:\/\/www.pymnts.com\/artificial-intelligence-2\/2025\/employers-encourage-ai-at-work-with-or-without-guardrails\/\" rel=\"nofollow noopener\" target=\"_blank\">reshapes work<\/a>, knowledge, and production, incremental updates won\u2019t be enough,\u201d the company said in a LinkedIn post announcing the report. \u201cThe scale of change demands new ideas and institutions to ensure this transition benefits everyone.\u201d<\/p>\n","protected":false},"excerpt":{"rendered":"Many artificial intelligence (AI) startups use annual recurring revenue as a metric for their growth. However, this increasingly&hellip;\n","protected":false},"author":2,"featured_media":176,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[24,306,25,307,308,309,66,310,311,312],"class_list":{"0":"post-175","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai","8":"tag-ai","9":"tag-ai-startups","10":"tag-artificial-intelligence","11":"tag-b2b","12":"tag-b2b-payments","13":"tag-business","14":"tag-news","15":"tag-pymnts-news","16":"tag-whats-hot","17":"tag-whats-hot-in-b2b"},"_links":{"self":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts\/175","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/comments?post=175"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts\/175\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/media\/176"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/media?parent=175"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/categories?post=175"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/tags?post=175"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}