Explainability
The ability to provide clear, understandable explanations for AI model decisions and outputs to stakeholders, regulators, and affected individuals.
Definition
The ability to provide clear, understandable explanations for AI model decisions and outputs to stakeholders, regulators, and affected individuals.
Why It Matters for AI Governance
Explainability is a core requirement under RBI FREE-AI guidelines and SEBI AI regulations. Financial institutions must be able to explain AI-driven decisions to customers and regulators in plain language.
How CrewCheck Handles This
CrewCheck's LLM gateway applies explainability-related controls at the request boundary. Every AI call passes through detection, policy evaluation, and audit logging — ensuring that explainability is addressed consistently across all teams and providers.
The governance dashboard provides real-time visibility into explainability events, with drill-down capabilities for compliance officers and exportable evidence for auditors.