Key takeaways
Enterprise buyers of Chinese LLMs need more than benchmarks: legal review, data flow diagrams, incident response, and exit plans (failover vendors). Run a bounded pilot—one workload, measurable KPIs, 2–4 weeks—before multi-year commits. Swift Horse helps shortlist; counsel and vendor contracts decide go-live.
Procurement checklist
Data classification → residency/regions → subprocessors → logging/retention → rate limits & SLA → security certs (ask vendors) → pilot success metrics → production failover (/en/articles/china-llm-latency-failover-2026) → compliance path (/en/articles/china-llm-compliance-overseas-2026).
Vendor comparison frame
DeepSeek: coding/value POCs. Qwen: Alibaba ecosystem & multimodal. GLM: enterprise agents/JSON. Kimi: long-document pilots. Document trade-offs in a scorecard—see /en/articles/top-chinese-ai-models-2026 and /en/articles/best-chinese-llm-2026.
Next steps on Swift Horse
Onboarding /en/articles/overseas-team-china-llm-onboarding → pricing /en/articles/china-llm-api-pricing-2026 → global index /en/articles/chinese-llms-global-guide-2026 → /en/services.
FAQ
Can a US/EU company buy China LLM APIs?
Often yes with legal review—data types, regions, and contracts vary. See /en/articles/china-llm-compliance-overseas-2026.
How long should an enterprise pilot run?
Typically 2–4 weeks on one workload with frozen prompts and KPIs.
Single vendor or multi-vendor?
Multi-vendor failover is common for production—budget two APIs in procurement.
Is this legal or procurement advice?
No—independent Swift Horse buyer's framework; involve your counsel.