Knostic

Cybersecurity Dual-Use Technology Investment Opportunity Founded 2023

Knostic is an Israeli-founded AI security startup focused on enforcing need-to-know access controls for enterprise GenAI systems and copilots to prevent oversharing of sensitive data.

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Company Overview

Knostic targets a practical enterprise AI risk: large language model interfaces often return overly broad information when connected to internal knowledge stores. The company’s approach centers on need-to-know authorization semantics for AI interactions, so responses can be constrained by user role, context, and policy rather than broad repository access.

The platform sits at the intersection of identity security, data governance, and AI application security. As enterprises move from pilots to production copilots, policy-aware retrieval and output controls become critical for preventing accidental disclosure of regulated, proprietary, or mission-sensitive information.

Dual-use relevance is strong because defense-adjacent and critical infrastructure organizations are beginning to deploy AI assistants in sensitive workflows. Fine-grained response controls can help reduce leakage risk in environments handling export-controlled, operational, or security-sensitive content.

Dual-Use Assessment

Need-to-know access controls for AI outputs are dual-use safeguards for both commercial enterprise knowledge systems and defense-adjacent AI-enabled workflows.

Key Technologies

  • Need-to-know policy engine for GenAI response governance
  • Identity- and context-aware authorization for AI retrieval/output flows
  • Sensitive data boundary enforcement across enterprise copilots
  • Policy orchestration and audit trails for AI access decisions
  • Integration with enterprise IAM and knowledge platforms

Use Cases & Applications

  • Preventing oversharing in enterprise AI assistants connected to internal documents
  • Restricting AI responses by clearance, role, and business context
  • Reducing leakage of confidential IP and regulated information through copilots
  • Supporting governed AI adoption in regulated sectors
  • Hardening defense-adjacent AI knowledge workflows against inadvertent disclosure

Strategic Value to U.S.-Israel Alliance

Supports allied digital resilience by adding enforceable data-access boundaries to AI systems used in sensitive operations.

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