HiddenLayer

Overview​

HiddenLayer is an enterprise AI security platform covering asset discovery, model supply-chain scanning, attack simulation and runtime protection. It addresses AI-specific threats across the lifecycle, but deployment and policy tuning require specialist security expertise.

Best for​

Enterprise security, MLOps and AI platform teams that need model inventory, scanning, red teaming, guardrails and runtime detection across AI systems

Pricing and availability​

HiddenLayer is sold through enterprise agreements and demos. Pricing depends on modules, protected assets, traffic, deployment architecture, integrations and support.

Platforms and integrations​

Available through: web, api.

The platform connects cloud, MLOps, CI/CD, data, API gateway and SIEM or SOAR environments. Modules cover discovery, supply-chain security, attack simulation and runtime defense.

Privacy and security​

HiddenLayer offers model-agnostic protection and states that it does not require training data or model access for key controls. Customers must still govern telemetry, prompts, logs and deployment boundaries.

Key strengths​

• Covers discovery, pre-deployment scanning and runtime defense
• Model Scanner detects malware, tampering and supply-chain risk
• Integrates with existing security and MLOps systems

Key limitations​

• Enterprise pricing is not publicly listed
• Deployment and alert tuning require AI security expertise
• No security platform can eliminate all model and agent risk

Editorial note​

CoinBotLab independently maintains this record using current provider documentation and independent sources. Features, pricing, availability and policies can change.