Compliance Mapping AI (CMAI) is a drop-in, API-first service that instantly maps any text—scanner findings, policies, questionnaires, or internal controls—to 260+ laws, frameworks and regulations. Unlike platforms that require integrations, data centralization, or LLM training, CMAI is stateless, deterministic, and safe by design. Ideally used in pipelines as a drop-in API to map findings to regulatory frameworks and controls in real-time adding context to destination products.