// model adoption

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Claude 5 Adoption Stalls as Companies Defect to Cheaper AI Models

Anthropic's Claude 5 has plateaued at 11% of corporate spending since its June launch. Enterprise customers are switching to cheaper alternatives as the performance gap between frontier and cost-optimized models narrows. Procurement teams now justify switches on unit economics rather than capability rankings. The shift exposes a structural vulnerability in Anthropic's pricing power and suggests the company's enterprise TAM may be smaller than investors assumed if switching costs remain low.

Chinese AI models surge to 46% of US enterprise token usage

OpenRouter's data shows adoption of Chinese models by American companies jumped from 11% annually to 30-46% weekly since early February. The shift reflects cost efficiency and capability parity, not ideology. This exposes a hard constraint on US AI dominance: when Chinese models deliver comparable outputs at a fraction of the price, corporate procurement ignores geopolitical friction. The material risk is margin compression. If Chinese inference costs remain 80-90% cheaper than OpenAI or Anthropic, enterprise customers will optimize for cost first, determining which AI vendors can sustain venture-scale economics.