Enterprises Cut AI Spending After Token Pricing Surge

As businesses increasingly integrate artificial intelligence into their daily operations, a significant shift is underway from unchecked adoption to a focus on cost control and measurable return on investment. Companies that once encouraged maximum AI usage are now imposing strict spending caps and reevaluating deployments after facing unexpectedly high and unpredictable bills.

The financial strain stems from a fundamental change in how AI providers charge for their services. Over recent months, major providers like Anthropic, OpenAI, and Microsoft have moved from subscription-based pricing to consumption models based on "tokens," the units of data processed by AI models. This shift has led to sticker shock for many enterprises, with costs scaling directly with usage. An anonymous enterprise reportedly spent $500 million in a single month on Claude AI after failing to set usage limits, while Uber exhausted its entire 2026 AI budget within the first four months of the year. Firms including Shopify, Spotify, and JPMorgan Chase have cited AI as a major source of operational expense pressure.

In response, companies are implementing a range of strategies to rein in costs. A primary...