Agent Performance & Evaluation

Agent quality is measured continuously. Rejected recommendations and unresolved issues feed back into risk-model tuning.

Recommendations generated
3
Recommendations approved
2
Recommendations rejected
1
Issues resolved
1
50% of executed actions
False-positive risk alerts
1
Rejected or cancelled by a human
Average time to resolution
4.2 days
Prepared action → issue closed
Human override rate
33%
Edited or rejected before execution
Autonomous executions
0
By design — approval always required

Evaluation log

SiteActionApprovalOutcomeEvaluation note
MI-303Create operational task — data query cleanupApprovedResolvedOpen queries reduced 21 → 6 after site follow-up. Issue marked resolved by Clinical Ops.
NY-102Schedule follow-up monitoring reviewApprovedExecuted
SC-205Escalate enrollment riskRejectedCancelledRejected by user: site activated 4 weeks ago, enrollment within expected ramp. False positive.