HiddenLayer – Integration & Architecture Notes

HiddenLayer is architected as a non-invasive AIDR (AI Detection and Response) solution, meaning it does not require modification of model internals or interruption of existing inference pipelines.

Supported integration points:

Cloud: AWS
Data & ML Platforms: Databricks, MLOps platforms, Data Pipelines
Pipeline Automation: CI/CD (for shift-left model scanning during build/deploy stages)
Security Operations: SIEM and SOAR platforms for alert ingestion, orchestration, and automated response

Key architectural features:

Patented detection technology for identifying adversarial threats in AI models
AI Discovery for continuous asset visibility across distributed AI deployments
AI Supply Chain Security to assess risk from external model sources and dependencies
Runtime Security layer for inference-time threat monitoring
Guardrails and Agentic/MCP Protection for controlling AI agent behavior and tool-use boundaries

HiddenLayer is designed to fit into enterprise DevSecOps and MLOps workflows with minimal friction, supporting teams across security operations, platform engineering, and AI/ML development.