AI API rate-limit calculator

Estimate minimum batch duration, effective request throughput, and safe concurrency from documented LLM API requests-per-minute and tokens-per-minute limits.

How to use this tool

  1. Select a model with a documented rate-limit snapshot.
  2. Enter the total requests and total tokens in your batch.
  3. Set an expected response time to estimate a conservative concurrency level.

Worked example: Example: a 10,000-request, 2-million-token job under a 500 RPM and 500,000 TPM limit needs at least 20 minutes for its request limit alone.

Published limit500 RPM500,000 TPM
Minimum wall-clock time20 minutesLimited by requests per minute
Suggested concurrency6680% headroom at 500.0 effective RPM

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