Uber blew its AI budget in months — and now enterprises are demanding ROI
firms face budget blowouts like uber's and cuts to claude licenses as the 'tokenmaxxing' trend fades, forcing a shift from unfocused usage to proving actual financial returns.
the trend of 'tokenmaxxing'—maximizing ai usage regardless of cost—is colliding with financial reality as companies report unsustainable spending. techcrunch reports uber exhausted its annual ai budget in mere months, while other organizations cut licenses for claude and meta dismantled its internal leaderboard. nea partner tiffany luck observes that the industry has moved past peak hype, with enterprises now focused on calculating precise returns on investment for ai deployments. this shift forces ai vendors to move from selling productivity potential to delivering measurable cost savings or revenue growth, potentially slowing adoption for tools without clear business cases.