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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 Product & Engineering Teams

Don’t Put Your Company
Secrets in Jeopardy

Engineers love LLMs for instant code reviews. But those same chats can reveal unreleased features, API tokens, or partner NDA content—especially when documents are mis-tagged or stored in public team drives.

Knostic Locks Down Innovation Secrets

Confidential road-map firewall

allows for need-to-know access to any mention of unreleased products

Secrets scanner

prevents LLMs from exposing API keys or credentials in responses, unless the user has a verified need-to-know

The right users, the right privileges

Knostic applies contextual access policies to LLM usage without slowing down dev cycles

Mis-permission alerts

Notify owners if restricted docs become publicly readable

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 Product & Engineering Teams

Ship faster with Copilot while keeping competitive intel from unauthorized access.

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.