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AI Safety Redaction Studio

Redact common sensitive fields and inspect what remains

Replace selected patterns such as emails and credentials. The result is a draft for review, not proof of anonymity or permission to disclose.

Read the test input and output

Demo · synthetic input · recorded rule output · 2026-09-09

Pattern redaction misses a secret name

Click “Page demo”, choose AI assistant and Labels only, and leave all types enabled. The email, password and project name are synthetic.

Input

Email: [email protected]
password=demo-only-password
Project codename: Blue Heron, not yet public.
Note: the browser tab closes during image conversion.

Actual output

Email: [EMAIL_REDACTED]
password=[REDACTED]
Project codename: Blue Heron, not yet public.
Note: the browser tab closes during image conversion.

Reading the result

The email and password field are replaced, but the codename remains intact. Two patterns were redacted; the confidential meaning was not recognized. Remove the codename and check whether the remaining incident description also reveals internal information.

Failures and manual checks

Unusual field names, text in images, split or encoded credentials and indirectly identifying details can be missed. Partial replacement retains fragments; use label mode when the whole value needs hiding.

Download all four test records (JSON)

Next step

Organize the remaining request

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