Governance dashboard

Trust surfaces expose the same backend services used by the agent pipeline: privacy gateway, decision ledger, evidence gate, fairness auditor, and state compliance.

PHI redaction stats

1,247

PHI entities redacted across 200 synthetic runs. 0 leaks detected.

Names86%

Member IDs72%

Dates of birth64%

Decision ledger

PlannerAgentplan_created8f31c0a9

PrivacyGatewayphi_redactedb944e177

EvidenceGatefinding_boundaac09125

DeepSeekCriticverdict_verified49ff8b12

Hash chain verified

Fairness metrics

Age-band DPD

0.028

Region DPD

0.034

Payer DPD

0.021

Rolling synthetic window stays under the 0.05 disparate-impact review threshold.

Responsible AI commitments

PHI redacted before any LLM call

Every claim is evidence-bound to a source

Human approval available at review points

All decisions logged to an immutable ledger

Self-consistency check on every critic verdict

Fairness metrics tracked across demographics