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Data Governance in the Age of LLMs

Large Language Models (LLMs) super-charge enterprise search, decision-making, and customer support, but they can also surface sensitive insights to the wrong people.

Knostic delivers an AI-native governance layer that detects, prioritizes, and helps you close knowledge-overexposure gaps faster than traditional tools ever could.

Download the LLM Data Governance White Paper

Access the full Data Governance in the Age of LLMs White Paper to learn the steps needed to protect your organization from ungoverned AI outputs.

Why Knowledge Overexposure Is a Critical Risk

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LLMs Infer, Not Just Retrieve

Even when files are locked down, an LLM can reconstruct confidential numbers or trade secrets from scattered data fragments.

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Legacy Controls Can’t Keep Up

Traditional DLP & IAM tools monitor files at rest, but LLMs create entirely new data every time someone asks a question.

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Scale Multiplies the Blast Radius

What was once a one-off email leak is now an enterprise-wide risk: every query has the potential to surface regulated or proprietary data to thousands of users.

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How Knostic Delivers AI Governance at the Knowledge Level

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Context-Aware Exposure Mapping

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Knostic inventories every data source your LLM consumes, tags business context, and pinpoints which roles should (and should not) see derived insights.

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Rapid Risk Scoring & Targeted Fixes

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Get actionable findings in days, not months. Knostic highlights misaligned RBAC/ABAC policies and permission gaps so your security team can remediate fast.

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Dynamic AI Guardrails

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Where legacy governance is static, Knostic continuously learns from new prompts and outputs, closing emerging inference paths before they become incidents.

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Latest research and news

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Overview: LLM Pentesting Covers LLM pentesting is a security discipline tailored to the unique, probabilistic attack surfaces of language models like prompt injection and ...
AI Monitoring

AI Monitoring in Enterprise Search: Safeguard Knowledge at ...

 
Key Findings on AI Monitoring AI usage is accelerating, but so are risks: 85% of enterprises now use AI, yet many face challenges like sensitive data exposure, hallucinations, and ...

What’s next?

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Knostic offers the most comprehensively holistic and impartial solution for enterprise AI search.

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