How we check

Every listing starts from a primary source: a careers page, an earnings call, a filing or a company announcement. We read it, write down what it shows and what it doesn't, and link to it so you can check us.

Evidence labels

• Checked at sourceWe read the original posting, filing or transcript ourselves.
• Company claimThe company published or said it about its own work. Nobody has audited the numbers.
• Usage, not ROIIt shows people using AI. It does not show a financial return.
• Needs recheckSomething is stale or unconfirmed. Don't cite it until we've checked again.

What we don't do

We don't pass off usage as returns, estimates as measurements, or press releases as audits. When a number is a company's own claim, the label says so.

Corrections

Spot something wrong? Reply to the weekly digest with the listing link and the source, and we'll fix it.