Route difference
The first layer is not brand size. It is user market, protocol entry, model-family coverage, and real call stability.
- OpenAI: global route, 62 Models
- Upstage: global route, 1 Models
Start with the provider route, compare model coverage, then use read-only key checking to verify what is actually callable.
OpenAI and Upstage are both on the global route, so compare protocol, model coverage, and key visibility.
OpenAI has broader catalog coverage, but broader coverage does not mean every key can call every model.
In production, one key should reveal provider identity, callable models, balance or quota signals, limits, and risk notes.
The first layer is not brand size. It is user market, protocol entry, model-family coverage, and real call stability.
A key may expose only part of the models, interfaces, or regions, so the final call must rely on detection results, not the catalog alone.
For procurement, agency, and marketplace listing, provider comparison must end in supply stability, pricing, monitoring, and model updates.