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Core Capabilities

Red Team Defense

Understand exactly what a bad actor could infer with the same permissions as a trusted employee, before they try it for real.

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The Challenge

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Even perfect-looking permissions can crumble when an attacker leverages Copilot, Glean, or Slack AI to stitch together scattered snippets. One clever prompt, “Summarize next quarter’s pricing strategy”, can unmask legal drafts, finance decks, and HR plans. Until you see what a threat actor sees, you’re guessing.

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How Knostic Solves It

Clone Real Users

Knostic spins up test personas that mirror actual employee roles, without risk to production.

Launch Attacker Prompts

Thousands of red-team questions probe for strategy, PII, IP, and M&A data.

Trace the Answers

Sensitive AI responses are mapped back to their its source docs, chats, and drives.

Rank the Threats

Categorize each leak by sensitivity and audience size to pinpoint high-impact gaps.

Fix & Re-Attack

Easily push labels or ACL tweaks, then rerun the same prompts to prove the hole is shut.

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Key Benefits

Attacker Eye View

See exactly what a rogue insider or phished account could harvest.

Inference Detection

Find leaks built from many “harmless” fragments, not just direct file reads.

Rapid Hardening

Close the top 20 % of gaps that drive 80 % of risk, often in minutes.

Proof of Fix

Rerun tests confirm gaps are closed, with results logged for audits.

Model-Agnostic

Works across Copilot, Slack AI, Glean, Gemini, Anthropic, and custom LLMs.

Why Knostic

Traditional Pen Test

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Network focus

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Direct access only

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PDF of issues

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Next audit cycle

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AI-prompt focus

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Inference-aware leaks

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Auto-push fixes

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Re-test on demand

Want an attacker’s POV, without the breach?

Get your first leak findings within 24 hours.

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Prefer hands-on testing?

Try the LLM Oversharing Prompt Generator and run red-team prompts yourself.

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