HiddenLayer
HiddenLayer delivers AI security for enterprise applications and agents with AI discovery, supply chain protection, attack simulation, model security, and runtime threat detection.
HiddenLayer is a specialized enterprise security platform designed to protect machine learning models and AI systems throughout their lifecycle. It helps organizations address security risks without requiring access to raw training data or proprietary model weights.
The platform provides security across AI applications, helping protect organizations against threats such as model theft, data poisoning, adversarial attacks, and shadow AI. Its agentless and model-agnostic architecture works across different environments and third-party models without affecting performance.
How HiddenLayer Works
- Connect: HiddenLayer integrates with existing cloud platforms, CI/CD pipelines, and model registries to discover AI assets across the environment.
- Scan: Its Model Scanner analyzes model files for security risks and generates an AI Bill of Materials (AIBOM).
- Protect: HiddenLayer provides non-invasive production monitoring to identify and block threats by analyzing input-output patterns without requiring access to underlying algorithms or proprietary model weights.
How We Rated HiddenLayer
We evaluated HiddenLayer based on its AI discovery, supply chain security, runtime protection, attack simulation, model scanning, and agentic AI security capabilities. Its model-agnostic and non-invasive approach to enterprise AI security was also considered.
Pros
- Does not require access to raw data or model weights
- Provides end-to-end security across the AI lifecycle
- Combines discovery, supply chain security, testing, and runtime protection
- Supports diverse AI environments and third-party models
- Designed to operate in production without significantly affecting application performance
Cons
- Initial setup and integration can require specialized technical expertise
- Enterprise-level instrumentation can be resource-intensive
- Pricing is not publicly listed as a standard self-serve plan
HiddenLayer is best suited for:
- Large enterprises and CISOs
- Regulated industries
- Financial services organizations
- Healthcare organizations
- Federal agencies
You should choose HiddenLayer if you want to:
- Scan AI models for malware, backdoors, and other security risks
- Protect production AI models against runtime attacks
- Continuously test AI defenses through attack simulation
- Secure autonomous AI agents and MCP environments
- Protect AI systems without exposing proprietary model weights or raw data
HiddenLayer's Key Features
AI Discovery
AI Supply Chain Security
AI Runtime Security
AI Attack Simulation
Agentic & MCP Protection
Frequently Asked Questions
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