Cleanlab supports integration with any AI system and Knowledge Base, making it stack-agnostic by design. Key technical capabilities include:

Real-time hallucination detection — evaluates AI-generated outputs at inference time to identify factually unreliable or unsupported responses.
AI guardrails — enforces safety and compliance policies on outputs before they are surfaced to end users.
Human-in-the-loop remediation — routes flagged outputs through a structured review workflow for human intervention and correction.
Deployment options — available as a SaaS offering or self-hosted within a customer's VPC for data residency and security requirements.