The token bill comes due: Inside the industry scramble to manage AI’s runaway costs
Key takeaways
- Across the industry, companies are starting to balk at the price of AI.
- Even though per-token prices have fallen, the push for more AI adoption and increasingly autonomous agents have driven token consumption higher and higher.
- Meanwhile, a market is forming to meet them there.
Why this matters: a development in AI with implications for how people work, create, and decide.
Across the industry, companies are starting to balk at the price of AI. Uber blew through its entire 2026 AI coding budget by April. Microsoft revoked its developers’ Claude Code licenses months after enabling them. A Priceline employee told Tech Crunch that a routine Cursor contract renewal came back 4-5x more expensive.
Even though per-token prices have fallen, the push for more AI adoption and increasingly autonomous agents have driven token consumption higher and higher. Companies that gorged themselves in early 2025 on all-you-can-eat subscriptions are now scrambling to understand where their money is going, pull back spending, and figure out whether they can salvage some ROI from the wreckage of their budgets.
Meanwhile, a market is forming to meet them there. Startups, established vendors, and a new standards body are all racing to give companies the tools and language to track what they spend.