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Test your LLM for oversharing!  Test for real-world oversharing risks with role-specific prompts that mimic  real workplace questions. FREE - Start Now
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Knostic for Data & Analytics Teams

Insight vs. privacy tug-of-war

Self-service AI can unlock insights, but also expose PII-rich models or revenue dashboards to every curious intern. One careless question can derail months of data-governance work.

How Knostic Helps You Balance Your Priorities

Validates safe AI access to sensitive data

Knostic continuously monitors how LLMs interact with internal data, so your analytics teams can confidently enable access without risking exposure of PII, financials, or proprietary information

Semantic security layer

understands natural-language requests and checks them against data-use policies

Usage analytics

track who asked what, flagging suspicious query patterns instantly

Automatic alerts with built-in remediation

notify data owners if an LLM overshares their content, then take action automatically by adjusting access, updating classifications, or triggering review workflows to prevent further exposure

Explore our latest Security Tools

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Test your LLM for oversharing

Ever wonder what your Copilot or internal LLM might accidentally reveal? We help you test for real-world oversharing risks with role-specific prompts that mimic real workplace questions.

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RAG Security Training Simulator

RAG Security Training Simulator is a free, interactive web app that teaches you how to defend AI systems — especially those using Retrieval-Augmented Generation (RAG) — from prompt injection attacks.

Made for Data & Analytics Teams

Expand AI-driven insight to business users while protecting sensitive data by design.

Request a Demo

Latest research and news

research findings

Primer: How to Spot and Analyze Malicious VS Code Extensions

 
Practical methods to identify, inspect, and defend against compromised IDE extensions that turn developer tools into an attack vector GlassWorm shows how developer tools have ...
research findings

Open Marketplaces: The Good, the Bad, and The Dangerous

 
Compromised extensions remain public even after exposure, showing how open marketplaces can be abused to distribute malware. Malicious Listings Still Active Malicious and hijacked ...

What’s next?

Want to solve oversharing in your enterprise AI search?
Let's talk.

Knostic is the comprehensive impartial solution to stop data leakage.

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Knostic offers visibility into how LLMs expose your data - fast.