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Follow the data, not just the alert

Knowing that a prompt contained a card number is a start. Knowing which datastore it came from, which agent carried it, what that agent grounded in, and where the response went is what lets you actually close the path.

Key Features

Detectors that validate, not guess

Luhn-checked card numbers, mod-97 IBANs, SSA-rule social security numbers, RFC-shaped emails and E.164 phone numbers. A non-Luhn sixteen-digit string is rejected, which is why the findings survive review.

Secrets by provider signature

AWS, GitHub, Slack, Google, Stripe, OpenAI, Twilio, SendGrid, JWT and PEM signatures, with Shannon-entropy analysis as the fallback for generic tokens.

Data lineage through AI

Where sensitive data entered, which agent or assistant handled it, what it grounded, and where the output went. The path, not just the endpoints.

Classification you already own

Microsoft Purview sensitivity labels and DLP verdicts are read natively, so AI policy inherits your existing classification rather than starting a competing one.

Hidden-text and smuggling detection

Zero-width characters, Trojan-Source bidirectional overrides and tag-block smuggling — the payloads that are invisible to a human reviewer and perfectly legible to a model.

Redaction at the gateway

Where you route traffic through the AI Gateway, sensitive values are redacted inline before they reach the provider — prevention rather than a report about it.

A detector that cries wolf gets turned off

Most AI DLP is regex with confidence in its voice. It flags every sixteen-digit string as a card number, every high-entropy token as a secret, and within two weeks the team has muted the channel. Validation is not a nice-to-have — it is what makes the control survive contact with a real queue.

Credit cards

Luhn checksum verified. An invalid sixteen-digit sequence — an order number, a device ID — is rejected rather than reported.

Social security numbers

Validated against Social Security Administration allocation rules, so impossible area numbers are excluded.

Bank accounts

IBAN mod-97 checksum verified, which eliminates the bulk of false positives that structure-only matching produces.

API keys and secrets

Matched against known provider signatures first. Entropy analysis is the fallback for tokens with no recognisable shape, not the primary method.

Deferring to a real classifier

Where an upstream scan has already classified content with a model, the heuristic layer stands down rather than re-flagging what the classifier cleared.

Exceptions with expiry

Every mute and exception carries an owner and a hard expiry, so a suppression made during one incident does not quietly become permanent policy.

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