Developer resource
Token cost estimation setup
Estimate input, output, and cached tokens before you widen access. The setup version is written for users who want the smallest working path.
token cost estimationprepaid AI APIOpenAI-compatible APIAPI cost control
Starting point
The setup need behind token cost estimation usually comes down to control, compatibility, and predictable cost.
Recommended settings
Use a scoped key, controlled prepaid credits, and a narrow model list while you confirm the route works.
Validation step
After the first request, verify the log row, the token meters, and the billed amount.
FAQ
Can I try this before paying?
Yes. Use a free credit offer or a small prepaid recharge to test the route.
What happens after the first request?
You can raise limits only after the logs match your expectation.