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[ARTICLE · art-47800] src=404media.co ↗ pub= topic=artificial-intelligence verified=true sentiment=↓ negative

Companies Are Throttling Employees’ AI Use Because It’s Too Expensive

Companies including Atlassian, Adobe, and Amazon are throttling employee AI use and switching to cheaper models to control spiraling costs, with one firm's AI spending tripling to over $15 million monthly. Leaked materials reveal firms cutting off access to certain AI models and ending unlimited subscriptions, as AI providers shift to usage-based pricing.

read1 min views1 publishedJul 2, 2026
Companies Are Throttling Employees’ AI Use Because It’s Too Expensive
Image: 404Media (auto-discovered)

Companies across tech, entertainment, banking, and many other industries are throttling their employees’ use of AI and pleading with workers to use less powerful models to stop AI costs from spiraling out of control, according to leaked Slack chats, screenshots of internal dashboards, emails, and more material obtained by 404 Media from half a dozen companies including Atlassian, Adobe, and Amazon. In at least one case, AI spending has tripled to more than $15 million a month.

The news shows the looming fallout from companies adopting AI as quickly as possible, and AI providers’ moves to charge enterprises based on how much they use AI rather than a flat fee. Emails obtained by 404 Media even show some companies cutting off access to some AI models altogether in an attempt to stop burning through their AI tokens, and big tech companies like Adobe are ending unlimited access to Claude.

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