Uber torches AI budget on Claude Code

Claude Code looks like the kind of tool that turns “nice pilot” into “company-wide cost problem” almost overnight.

• –Consumption pricing scales with adoption, so a few hundred power users can quietly become a seven-figure line item
• –The real signal is not the overspend itself, but that engineers found enough value to keep expanding usage despite the cost
• –Enterprise buyers are going to respond with caps, quotas, and tighter approval workflows, which may slow rollout but not stop it
• –Anthropic gets a strong proof point for product pull, but also a preview of the procurement backlash that follows explosive enterprise adoption
• –This is a reminder that AI coding tools are becoming infrastructure spend, not just SaaS seats