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AI Security & Runtime Controls

HiddenLayer

AI security vendor focused on defending models and ML systems from attacks and adversarial misuse.

Best for: Enterprises treating models as a distinct security surface.
Deployment: Security platform
Primary motion: Defend models and AI services against specialized attacks.
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What This Vendor Covers

HiddenLayer is relevant when the security team wants detection and protection specific to AI systems, especially around model vulnerabilities and adversarial threats. It fits buyers who want AI-specific security posture rather than generic appsec alone.

  • adversarial ML
  • model defense
  • threat detection
  • AI security

Buyer Checklist

  • What attack classes are actually covered in production?
  • How are detections explained to security analysts?
  • Can the platform see both hosted and self-managed model traffic?
  • How much operational effort is needed after deployment?
  • Is there a clear integration path into SIEM and SOC workflows?
  • Does the platform help prioritize remediation by business risk?