DEVELOPER TOOL

LLM Rate Limit & Throughput Calculator

Plan RPM and TPM capacity, traffic growth, utilization and safety headroom using your own account limits.

Runs locallyRuns locally in your browser. Your data is not uploaded.

Enter your actual account/model limits. Initial values are a synthetic example, not provider presets. This is a steady-state average estimate, not a guarantee against throttling.

Rate limit scenario

Limits and expected traffic

Nonnegative decimals, up to three decimal places. Counts up to 1 billion; headroom 0–100%; multiplier greater than 0, up to 1,000. RPM, TPM and total tokens per request must be positive. Headroom is your planning choice.

Capacity and utilization

Calculate to inspect the scenario. Results update only when you calculate.

Input + output tokens per request are assumed to share one TPM budget. Providers may count tokens differently, reserve output, or impose separate quotas and burst windows. Growth multiplies expected traffic; utilization and remaining capacity describe that grown load before headroom. Negative remaining values show overload. Values display up to three decimals; whole operational capacity rounds down.

Ready. Use limits from your own account.

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Find the binding limit.

Average input plus output tokens form the assumed token budget per request. TPM divided by that total gives token-constrained requests per minute; the smaller of that capacity and RPM is effective throughput. Equal capacities are balanced.

Reserve room for variation.

Headroom reduces operational capacity by your chosen percentage. Whole operational requests round down. A traffic multiplier scales expected load; utilization and remaining capacities then describe the growth scenario. Negative remaining values indicate overload. No headroom percentage is universally safe.

Use your real limits.

The starting numbers are synthetic, not provider limits. Account tiers, separate input/output quotas, token reservations, bursts, retries and latency can change actual throughput. This average-load calculator does not predict queues or guarantee freedom from throttling. No account or API connection occurs.

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