Tech leaders initially pushed for maximum AI usage, but cloud AI costs are increasing. Managers are questioning whether AI expenses translate into valuable outcomes. Uber COO Andrew Macdonald said productivity gains are not clearly reflected in the cash spent on AI and that it is difficult to connect metrics to the delivery of more useful consumer features. He argued that without a direct line to user-facing functionality, the trade becomes harder to justify because AI is not free. He noted that clarity may improve in coming quarters, even if underlying metrics trend strongly. Uber’s CTO previously said the company’s 2026 Claude Code token budget was exhausted by mid-March, and Microsoft is planning to remove Claude Code licenses.
"“That link is not there yet, right? I think maybe implicitly there is more that is getting shipped, but it's very hard to draw a line between one of those stats and, 'Okay, now we're actually producing 25 percent more useful consumer features.'”"
"“If you're not actually able to draw a direct line to how much useful features and functionality you're shipping to your users that trade becomes harder to justify because it's not free. AI is not free.”"
"“I think today it's hard even if some of the underlying metrics are trending in a really astronomical direction.”"
"“Uber's CTO Praveen Neppalli Naga made to The Information earlier this year, admitting that the ride hailing app's army of 5,000 engineers had already exhausted the company's 2026 Anthropic Claude Code token budget for the calendar year by mid-March.”"
#ai-cost-management #cloud-ai-pricing #software-engineering-productivity #token-usage #enterprise-ai-governance
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