Free stress test

Put your AI startup on the table.

Enter one period of revenue and usage assumptions. The autopsy shows what remains after refunds, payment fees, and priced model calls—then points to the clearest pressure without pretending it is an audit.

The assumptions

Keep every input in the same period and currency. Nothing here is connected to your real product yet.

Currency

Gross revenue

Refunds

Payment processor fees

Active users

Plan price per user

Model

Model calls per user

Extra retry calls (%)

Uncached input tokens / call

Cache-read tokens / call

Output tokens / call

5-minute cache writes / call

1-hour cache writes / call

Replace assumptions

Use the same formula on your real product.

Connect analytics, billing, and server-side model usage. Missing data remains missing; observed results never inherit these estimates.

Replace assumptions with real data