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Apple reduces internal daily AI spending caps for engineering teams

Apple has cut the daily AI spending cap for its engineering teams, Bloomberg reported, lowering it from $300 to $200 in October and planning further reductions for some teams to $100 per day.

Apple reduces internal daily AI spending caps for engineering teams

Bloomberg reported on Wednesday that Apple has lowered the daily spending caps that its engineering teams may use on internal artificial intelligence services. The move follows the company’s broader efforts to integrate AI into engineering workflows, while introducing tighter cost controls.

What changed and the numbers involved

According to Bloomberg’s sources, in October Apple reduced the daily AI spending cap for engineering teams from $300 to $200. Additional reductions are reportedly planned, with some allowances falling to $100 per day. Outside of engineering, Apple is said to be considering daily limits as low as $25 for some employees.

TechCrunch has contacted Apple for comment; there was no immediate public response from the company at the time of the report.

Why this matters

Earlier this year many companies pushed employees to maximize AI use in pursuit of ill-defined efficiency gains, a pattern sometimes called “tokenmaxxing.” That initial surge faded after organizations started receiving large bills for API tokens and shifted toward more cautious token rationing.

The debate behind these policy changes centers on a persistent concern: the gap between the costs of building and running AI models and the often unclear productivity improvements they deliver. Companies are increasingly reassessing token consumption limits as a way to manage costs while they evaluate real-world benefits.

Summary

Apple’s reductions in internal AI spending caps signal a move toward stricter cost control on AI usage. Final limits and internal guidance have not been publicly disclosed, but the adjustments reflect broader industry scrutiny of AI operating costs relative to measurable productivity gains.