Corporate America starts rationing AI as costs spiral

Corporate America Starts Rationing AI as Costs Spiral Out of Control

A growing backlash against unchecked artificial intelligence spending is sweeping corporate America, as companies confront eye-watering bills, questionable productivity gains, and employees gaming usage metrics in ways that inflate costs without clear returns.

The $500 Million Wake-Up Call

According to Axios, an AI consultant revealed that one unnamed client received a bill of roughly $500 million for a single month of Claude usage after failing to set limits on employee licenses. The staggering figure has become a cautionary tale at a moment when enterprises are rapidly deploying token-based AI tools without adequate cost controls.axios

The problem extends well beyond a single company. Microsoft has begun canceling the majority of its internal Claude Code licenses in its Experiences and Devices division, which oversees Windows, Teams, Outlook, and Surface products, with most access ending by June 30, 2026. The Verge first reported that developers are being directed to migrate to GitHub Copilot CLI, with sources indicating that financial considerations played a central role in the decision. Meanwhile, Amazon scrapped an internal AI usage leaderboard this week after employees inflated their token consumption to game rankings, a practice that senior vice president Dave Treadwell said was undertaken with “good intentions” but ultimately drove up costs.linkedin

‘That Link Is Not There Yet’

At Uber, chief operating officer Andrew Macdonald said in a Rapid Response interview that it was becoming harder to justify the company’s growing AI expenditures. He noted that Uber’s CTO had already blown through the company’s entire Claude Code budget for 2026 by April, a revelation he described as a “head-exploding moment”.businessinsider

“That link is not there yet,” Macdonald said of the relationship between token consumption and productivity. “It’s very hard to draw a line between one of those stats and, ‘Okay, now we’re actually producing 25% more useful consumer features.'”businessinsider

The phenomenon of maximizing token consumption — dubbed “tokenmaxxing” — has spread across Silicon Valley. The New York Times reported in March that employees at companies including Meta and OpenAI compete on internal leaderboards tracking token usage, with one OpenAI engineer processing 210 billion tokens in a single week.nytimes

Bubble Warnings Mount

The spending frenzy comes against the backdrop of rising concern about the sustainability of the AI boom. Investor Michael Burry warned in a May Substack post that the market “feels like the last months of the 1999-2000 bubble,” saying stocks are rising purely on a “two-letter thesis that everyone believes they comprehend”. OpenAI CEO Sam Altman has also acknowledged that investors are “overexcited” about AI, comparing conditions to the dot-com era.cnbc

A Goldman Sachs research report projects that agentic AI will drive a 24-fold increase in token consumption by 2030, reaching 120 quadrillion tokens per month — a trajectory that makes the current cost crisis a preview of challenges ahead rather than a passing phase.goldmansachs