AIAI Governance StackFree kit

Knostic

Need-to-know access controls to stop LLM oversharing in the enterprise

Visit website ↗

What Knostic does

Knostic is an AI security company that provides need-to-know-based access controls for large language models and enterprise AI, preventing the oversharing of sensitive information by AI assistants and agents. Founded in 2023 and headquartered in Herndon, Virginia, the company addresses a distinctive risk: enterprise search tools and copilots such as Microsoft 365 Copilot and Glean can surface data to users who technically have file access but should not see it in context, leading to inadvertent leaks of confidential information. Knostic enforces knowledge-level controls so AI systems answer according to each user's role and permissions, aligning LLM responses with an organization's need-to-know boundaries. The platform has expanded to cover the broader agentic and AI-assisted development ecosystem, adding agent discovery and monitoring, threat detection for AI coding tools, supply-chain security for MCP servers and IDE extensions, LLM-powered code analysis, shadow AI detection, and secrets protection. Knostic targets CISOs, security teams, and governance functions adopting enterprise AI. Backed by roughly $14.3M in funding from investors including Bright Pixel Capital, DNX Ventures, Seedcamp, and Silicon Valley CISO Investments, Knostic's distinguishing focus is data oversharing and knowledge-boundary enforcement for generative AI rather than model-level adversarial testing.

Key capabilities

  • Need-to-know LLM access controls
  • Data oversharing prevention
  • Agent discovery and monitoring
  • Shadow AI detection
  • AI coding tool threat detection
  • Secrets protection

Best for

Enterprises deploying copilots and enterprise search that need to prevent AI data oversharing based on user permissions

Limitations

Narrower than full-spectrum red teaming platforms; centered on access/knowledge controls rather than adversarial model testing.

Framework coverage

Knostic does not publish explicit mappings to the major AI governance frameworks. That is common for tools in the red-teaming & ai security category, where the value is technical rather than documentary — but it means you will be responsible for evidencing how it satisfies your obligations.

Knostic alternatives

Other tools solving a similar problem in Red-Teaming & AI Security.

End-to-end AI security and governance platform to discover, monitor, red-team and prove enterprise AI

EU AI ActNIST AI RMFISO/IEC 42001

Security and governance platform purpose-built for AI agents across SaaS, cloud, and endpoints

End-to-end security for enterprise LLM and agentic AI adoption

Continuous automated AI red teaming and security testing for enterprise AI systems

SOC 2

End-to-end security for the AI and machine-learning supply chain

NIST AI RMFSOC 2Open-source

AI Firewall and automated model validation to secure AI from build to production

NIST AI RMF
See the full Knostic alternatives guide →

AI Governance Tool Selection Kit

A vendor-comparison worksheet plus EU AI Act, NIST AI RMF and ISO/IEC 42001 requirement checklists — so you can shortlist tools against the obligations that actually apply to you.

Free. No spam — unsubscribe anytime.