How do we know it works?

Last night golden checks passed (95%) against a demo company whose true numbers are known.

What runs every night

Golden checks

A fictitious company with a known story — founding, a shutdown, a relaunch — is loaded like any customer. Chat, joins, forecasts, drivers, scenarios, documents and watchers must recover the true numbers. A drop of ten points alerts the team.

An AI judge

A sample of real answers is scored for groundedness, helpfulness and safety.

Receipts

Every model call is logged with its feature, model, tokens and estimated cost — shown to you under Usage, per month.

Questions

What happens when a nightly check fails?

The suite is scored against the company’s known answers, and a drop of ten points alerts the team.

Can I see what the AI costs me?

Yes. Every model call is logged with its feature, model, tokens and estimated cost, and the month’s total is under Usage in your workspace.

See the receipts on your own workspace