Earlier this year, companies pushed staff to use AI as much as possible in the name of vaguely defined efficiency gains, in a trend described as tokenmaxxing. The frenzy was short-lived as bills for the tokens came due and companies decided token rationing might be more fiscally sensible. Concerns persist about an apparent gap between the costs of building and running AI and the often unclear productivity gains it is supposed to generate. TechCrunch has contacted Apple for comment on the reported budget tightening.
Apple cuts internal AI spending caps for engineering teams
Daily engineering cap falls from $300 to $200, with some cuts to $100 in the works and Apple reportedly weighing a $25 limit outside engineering
Apple lowered the daily spending limit on AI tools for its engineering teams from $300 to $200 in October, according to Bloomberg. More cuts are in the works, with some allowances falling to $100 per day, and Apple is reportedly weighing a daily limit as low as $25 for staff outside engineering.
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Analysis
Why This Matters
- Apple's budget cuts signal that even the wealthiest tech companies are struggling to align the cost of AI with tangible benefits.
- The outcome could influence how other large firms approach internal AI adoption, potentially curbing the experimentation seen in 2026.
- Employees may face reduced access to AI tools, affecting workflows and productivity expectations.
Background
Apple has been working to integrate AI into its engineering processes and consumer products. Earlier in 2026, a wave of “tokenmaxxing” led companies to escalate AI usage without clear cost-benefit analysis. The recent cuts reflect a broader industry reassessment of AI spending.
What to Watch
- Whether Apple's official response confirms or adjusts the reported numbers.
- The impact on Apple's AI development roadmap and product integration.
- Whether other major technology firms follow with similar budget tightening.