Document workflows
Compare long-context document analysis and summarization against your current Claude prompts.
Claude API cost reduction
Reduce Claude API spend with qualified Chinese model routing.
ChinaAPI helps companies test where Chinese LLM families can handle selected Claude workloads with better unit economics.
Best-fit use cases
Claude workloads worth evaluating.
Support automation
Measure answer acceptance, escalation rate, and cost per resolved support task.
SaaS inference
Route selected product features only after quality and latency pass task-level tests.
Fallback routing
Diversify model access for resilience and commercial leverage.
Cost reduction requires task-level proof
The practical question is not whether one model is universally better. It is which tasks can move while preserving output quality and reducing cost per accepted result.
Model coverage
Chinese AI model families your team can evaluate.
Can Chinese LLMs replace Claude?
Sometimes for selected workloads, but the safer path is task-level routing after a pilot.
Which model families can be tested?
Candidates can include GLM, Qwen, DeepSeek, Kimi, MiniMax, and other Chinese LLM families depending on workflow fit.
What should a Claude cost pilot measure?
Quality, retries, latency, output length, prompt migration effort, and cost per accepted result.
What should we send first?
Claude use case, monthly spend, prompt/task categories, expected volume, and quality constraints.
Request pilot pricing
Send the workload and expected usage.
Priority goes to teams with existing AI spend, expected monthly usage, or a concrete production or creative workflow.
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