Find the shape of your AI API cost problem.

A quick checkup for builders who know their AI API bill is becoming a product problem, but do not yet have token counts, retry rates, or cache metrics ready.

Start checkupTest an endpoint

Run a 30-second cost checkup

You do not need token counts or retry logs. Pick the closest answers, then run a lightweight heuristic analysis. The result will not update until the analysis is run.

What do you mainly use today?
What is the main workflow?
Rough monthly AI API spend
What feels most painful?
What do you want to do next?
A quick heuristic, not a live invoice estimate.

Start with one workflow before changing providers.

Token price matters, but real savings depend on the workflow: context, retries, fallbacks, output length, and quality bar. TokenAir is built to make model-mix tests easier without a large migration first.

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