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AI ‘tokenmaxxing’ fades as workplaces look to cut tech spending

A corporate fad of “tokenmaxxing” on artificial intelligence technology is hitting its limits as workplaces throwing AI at everything are seeing the costs rise without a similar spike in productivity

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AI ‘tokenmaxxing’ fades as workplaces look to cut tech spending

Tokenmaxxing—maximizing AI token consumption—collapses as costs double monthly without ROI; at $200/dev/month × 20,000 developers, enterprises face unplanned millions. Companies shift to "model routing" (cheaper models for simple queries) and Chinese open-source (Kimi, GLM) as cost-competitive alternatives.

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