Responsible AI
How ControlFrame governs specialist agents, prompts, traces, SME contributions, and human review.
Human gates
Evidence approval, package release, remediation commitments, and external audit responses remain human-reviewed by default.
Traceable output
Agent events show concise rationale summaries, evidence references, control references, confidence, risk flags, and recommended next action.
No chain-of-thought exposure
The product shows audit-useful summaries and references without exposing private reasoning traces.
Scoped permissions
Agent service accounts inherit tenant, workspace, target, control, and artifact boundaries instead of receiving broad access.
Demo labeling
Simulated agent runs are labeled as demo or sandbox data and are not represented as production evidence collection.
Security and privacy review
Sensitive-data, PHI, PII, secrets, redaction, and package-blocking signals are part of the responsible AI posture.