Skip to main content
LP-bkgr

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

info-gif-icon

LLMs Infer, Not Just Retrieve

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

info-gif-icon

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.

info-gif-icon

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.

tofu-mask-main-img

How Knostic Delivers AI Governance at the Knowledge Level

color-check-icon

Context-Aware Exposure Mapping

Arrow

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

color-check-icon

Rapid Risk Scoring & Targeted Fixes

Arrow

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

color-check-icon

Dynamic AI Guardrails

Arrow

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

ai-governance-loop

Latest research and news

Purview data security and governance

Why Microsoft Purview Needs Help Preventing Oversharing

 
Fast Facts on Microsoft Purview Microsoft Purview is a unified platform for enterprise data governance, compliance, and risk management. It integrates sensitivity labeling, ...
AI data security

Explainability in AI Search: Explained

 
Key Insights on Explainability in Enterprise AI Search AI search explainability makes AI-generated answers traceable and understandable, which is essential for compliance, ...

What’s next?

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

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

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