AI governance platform that works

Register the AI systems your organization uses

Openlayer is an AI governance platform for discovering, testing and monitoring AI systems. Its published scope includes language models, retrieval pipelines, agents and traditional machine-learning models, whether built internally or purchased from a vendor.

The Discovery layer presents an organization-wide inventory and shadow-AI detection. Registration then records an owner, purpose, data sensitivity and risk tier through configurable intake forms. The platform also lists model and dataset versioning. These are documented controls for keeping track of systems and their context.

Evaluate changes and watch production behavior

Openlayer describes building evaluation suites against your own data before and after deployment. Testing features include regression checks, CI/CD testing, custom metrics and diagnostic tools. That makes the evaluation workflow relevant when a team changes a model, prompt or application component.

The observability offering traces prompts, responses and tool calls. It also monitors quality, cost, latency and drift, with alerts for changed behavior. The published description supports investigating a production issue alongside test results rather than treating monitoring as an isolated dashboard.

Inspect policy controls and spending

The guardrail offering includes PII detection and redaction. Openlayer also describes gateway routing, custom safety controls and defenses against prompt injection. Its cost tools track token spending by project, team and user and provide budget caps. These are vendor-described mechanisms, not guarantees that every harmful output will be blocked.

The framework-mapping layer organizes controls, reporting and audit evidence. A software feature for mapping a framework does not establish that an organization complies with that framework, and this entry provides no regulatory assessment.

Check what access each integration needs

Openlayer's integration matrix distinguishes code you can instrument, traffic you can route, connected vendor systems and opaque vendor systems. Some testing, observation and guardrail capabilities are explicitly marked vendor-dependent. That distinction matters if a purchased service exposes limited logs or control points.

The vendor lists SDK, CLI, gateway and REST API connection routes. Its FAQ describes a free Basic starting option and guided enterprise onboarding. Read the official pricing source and examine one intended integration before selecting a deployment. No system was connected, evaluated or security-tested for this entry.