Chinese LLM APIs for Enterprise Buyers: Questions to Ask Before Adoption

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Chinese LLMEnterprise AIAI ProcurementDeepSeek

Enterprise buyers evaluating Chinese LLM APIs need answers from engineering, security, legal, and finance.

Questions to ask

Ask vendors or platform teams:

  • which providers are used?
  • can we restrict provider access?
  • how are prompts logged?
  • what are retention policies?
  • how is cost tracked?
  • what fallback exists?
  • what support is available?
  • are models OpenAI-compatible?

Evaluation process

Run a pilot with real prompts, measure cost and latency, and review compliance before broad rollout.

Final thoughts

Enterprise adoption of Chinese LLM APIs works best when the platform offers routing, logs, quotas, and governance controls.