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we're testing this. no product yet.

Prove your AI feature doesn't leak PII.

A claim is not proof. A dashboard is not proof. Your enterprise buyer knows the difference.

I built a 94-item PII gold set to test my own stack. It caught things a we're-careful review would have missed. Most teams do not have one, so the answer to the buyer is a claim.

$ pii-leak-test --goldset 94 --min-recall 0.95 recall ......... 0.979 PASS tier-0 leaks ... 0 PASS exit code ...... 0 PASS

We're testing a PII leak-test rig: a 94-item gold set, a one-command test, an exit-0-only-on-pass gate. No product yet. We want to know if the buyer question is real before we build.

No spam. Unsubscribe in one click. About one email a month. Built by Chris, who runs an AI-native ops system for his own work.

your email + answer go to a private store. this decides whether we build it.