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Codex measurement & benchmarks

Codex Quota Observatory

Measurements to help you understand what Codex quotas can do.

Available Web

The project

The project at a glance.

Compare quota usage and output speed measured in real Codex sessions. The simulator estimates how long a quota could last at different usage rates, while a cost comparison shows the API equivalent. Dates, samples and assumptions are available to inspect. These observations do not guarantee what another account will receive. An independent project, not affiliated with OpenAI.

Features

How it works.

Measured usage

Compare observed tokens with quota usage. Results include dates, value ranges and sample sizes.

Quota duration simulator

Compare usage rates and numbers of parallel tasks to estimate how long a full quota could last.

Observed speed

See output tokens relative to the full duration of completed tasks, including reasoning, tool use and network time.

Public reset archive

Browse confirmed public resets and banked quota grants, with their UTC timestamps.

API value comparison

Compare the cost of the same token workload under different API rate cards. Adjust the subscription price and inspect the calculation assumptions.