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Knostic

Need-to-know access control for enterprise AI assistants that stops LLMs from oversharing sensitive data.

4.0 Security & Compliance AI
4.0 Very good 4.0
Addresses a specific, underserved risk, LLM oversharing, rather than general AI security Enterprise-only pricing (reportedly around $50,000/year) puts it out of reach for smaller organizations
Reviewed by Challenging Voice Editorial · Updated Aug 2026 How we rate
PricingContact for Pricing
Free planNo
CompanyKnostic
PlatformsWeb
CategorySecurity & Compliance AI
Founded2023
Last reviewedJul 2026
UpdatedAug 2026

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Overview

Knostic is an enterprise AI-security company founded in 2023 and headquartered in Herndon, Virginia, that builds access controls specifically for large language model assistants like Microsoft Copilot, Glean, and Gemini.

Rather than relying on document-level permissions alone, Knostic applies knowledge-layer policies at request time, evaluating what an AI assistant is about to surface and blocking responses that would overshare information the requesting user doesn't have a need-to-know basis for; it also produces audit logs documenting who accessed what data through which AI system. The company has raised roughly $14 million and won both the RSA Conference 2024 Launch Pad and Black Hat 2024 Startup Spotlight competitions.

Knostic fits enterprise security and IT governance teams rolling out AI assistants across a workforce with mixed data-access levels, rather than small teams without formal access-control needs. Pricing is enterprise-only and quoted per contract; a public AWS Marketplace listing shows a baseline around $50,000 per annual contract tier, though direct sales pricing may differ.

Key features

  • Need-to-know access policies applied at AI request time
  • Works across Microsoft Copilot, Glean, Gemini, and other enterprise AI assistants
  • Audit logs for AI-system data access
  • Knowledge-layer policy engine independent of document permissions alone
  • Governance dashboards for security and compliance teams
  • AWS Marketplace availability for procurement

Screenshots & demo

Demo video

Screenshots

Knostic screenshot 1

Pricing

Knostic uses custom pricing. Contact their team for a quote based on your needs.

  • Pricing modelContact for Pricing
  • Starting priceCustom
  • Free planNo
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Pricing is provided as a guide. Check the official site for the latest plans.

Pros & cons

Pros

  • Addresses a specific, underserved risk, LLM oversharing, rather than general AI security
  • Award recognition from both RSA and Black Hat in 2024 signals credibility in the security community
  • Works across multiple enterprise AI assistants rather than locking into one vendor
  • Audit logging supports compliance reporting requirements

Cons

  • Enterprise-only pricing (reportedly around $50,000/year) puts it out of reach for smaller organizations
  • Founded in 2023, so long-term efficacy data is still limited
  • Effectiveness depends on how well existing data-classification policies are set up beforehand
  • Adds another layer of infrastructure and vendor management on top of the AI assistants it governs

How it compares

ToolRatingFreeFromBest known for
Knostic (this tool)4.0No—Need-to-know access policies applied at AI request time
Varonis4.4No—Sensitive data discovery across cloud and on-premises stores
Privacera4.2No—Data access governance across warehouses and lakes
PVML4.0No—Virtual databases over existing infrastructure with no data movement

Alternatives to Knostic

4 tools matched to Knostic on what they do, their category and their price.

Frequently asked questions

What is Knostic?
Knostic is an enterprise AI-security company founded in 2023 and headquartered in Herndon, Virginia, that builds access controls specifically for large language model assistants like Microsoft Copilot, Glean, and Gemini.
Is Knostic free?
Knostic does not offer a free plan.
What are the best Knostic alternatives?
The closest matches in the directory are Varonis, Privacera, and PVML, compared side by side above.

Reviews

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