Core Capabilities

Security Control Feedback Loop

Even when DLP, RBAC, and Purview are implemented perfectly, LLMs can still infer sensitive knowledge.

The Challenge

Your policies look perfect on paper, but a single prompt like, “Summarise last quarter’s confidential bids” can draw from multiple sources and reveal protected data. Traditional DLP, DSPM, and RBAC tools like Purview only see direct access, not inference exposure. Without a feedback loop, you don’t know the controls have failed until it’s too late.

How Knostic Solves It

Simulate Real Prompts

Knostic fires hundreds of LLM-style questions to systematically identify exposure.

Trace Every Source

We record each chat response and the hidden fragments it pulls from.

Flag Control Misses

If a prompt returns data beyond a user's need-to-know, directly or through inference, we flag it as a policy violation and trace the exposure path.

Feed Back Fixes

One-click pushes updated labels, RBAC policies, or DLP rules straight into Purview, SharePoint, or Azure AD.

Verify & Repeat

Continuously retest exposure paths to confirm issues are fixed, and to catch new gaps before they become problems.

See how you can put Knostic to work for your Enterprise

Key Benefits

Proof, Not Theory

Concrete prompt-level evidence of each policy miss.

Continuous Optimization

Automatic retests keep controls aligned as content and roles drift.

Zero Disruption

Start in read-only mode; opt-in to enforcement when you’re ready.

Faster Audit

Pre-mapped knowledge flows and policy decisions streamline review.

Model-Agnostic

Works the same for Copilot, OpenAI, Anthropic, or your private LLM.

Why Knostic

One-Off Policy Audit

Point-in-time review

Continuous retest

Finds inference leaks

One-click policy push

Proof of fix

Stop silent leaks before they make headlines.

We’ll surface your first control miss in under 24 hours.

Want to test it yourself?

Try the LLM Oversharing Prompt Generator and see how easily inference leaks can happen and which prompts your controls miss today.

Knostic leads the unbiased need-to-know based access controls space, enabling enterprises to safely adopt AI.

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