Building an AI demo is usually fast.
You pick a model, send a few requests, tune the prompt, and test the output.
But turning that demo into a real product introduces a different set of problems.
Developers and teams need to think about:
- How to compare model options
- How to keep usage visible
- Where integration docs should live
- How to manage API workflows across projects
- How to keep dashboard workflows simple
This part of AI development often gets less attention than model quality, but it matters once a product grows.
ChinaRouter is built around this operational layer. It is a unified AI API gateway and admin dashboard designed to help developers and teams manage model access, usage lookup, documentation, and dashboard workflows in one place.
Website: https://chinarouter.net/
When did your AI API workflow start feeling hard to manage?


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