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Core Capabilities

Real-Time Knowledge Controls

Enforce least-privilege at AI speed. Knostic finds overexposed information in your LLM to make sure no sensitive questions get answered without need-to-know.

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The Challenge

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Large Language Models can scrape content from every corner of your environment. Without guardrails, “give me recent regulatory issues” can expose incident logs, or a casual “summarize last year’s layoffs” can surface HR-restricted data. Knostic helps you reshape your answers before sensitive text ever reaches the screen.

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How Knostic Solves It

Classify Enterprise Knowledge

Automatically map and categorize enterprise content based on usage patterns, relationships, and context, not just static labels.

Evaluate Need-to-Know

Our policy-aware knowledge graph checks permissions, Purview labels, and custom rules.

Eliminate Exposure

Knostic flags overshared content and adjusts access controls before AI tools can surface sensitive information, stopping breaches at the source.

Continuous Feedback Loop

Automate and operationalize exposure assessments, policy tuning, and control validation.

Learn & Refine

Persistent visibility to log decisions, sharpen policies, and slash false positives over time.

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Key Benefits

Zero-Day Protection

Works out of the box; no model re-training.

Role-Accurate Answers

Finance sees numbers, interns see abstracts, automatically.

Business-Aware

Considers projects, sensitivity labels, and regulatory zones across the Enterprise.

Invisible Latency

No added agents or clients to slow chat down.

Audit-Ready

Granular exposure reports and traceable decisions give teams defensible proof of policy alignment.

Why Knostic

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Stop guessing what AI might reveal

Work with Knostic to end LLM oversharing before it starts. 

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