A comprehensive enterprise governance framework covering identity, data protection, model safety guardrails, agent permissions, and immutable audit logs.
Enterprise SSO integration (Okta, Azure AD), role-based access control (RBAC), and SCIM automated lifecycle management.
Zero-data retention guarantees with LLM providers, AES-256 encryption at rest/transit, PII masking, and isolated tenant perimeters.
Deterministic output validation, prompt injection defense, hallucination detection scoring, and real-time response filtering.
Sandboxed tool execution environments, monetary threshold approval limits, and mandatory human sign-off triggers.
End-to-end prompt-to-response traces, context document provenance, agent decision reasoning logs, and SOC2 compliance export.
Continuous bias mitigation, fairness metrics across demographic cohorts, and explainable feature attributions (SHAP/LIME).
Design → Evaluate → Deploy → Monitor → Improve
Ethical impact review, bias risk assessment, data provenance validation.
Automated benchmark testing, red-teaming, toxicity suppression scoring.
Hard boundary guardrails, secure VPC gateway, RBAC policy enforcement.
Real-time drift telemetry, hallucination alerts, human escalation logging.
Active human feedback capture, model re-alignment, and audit reports.