Where it Helps
The QC Review agent reviews closed investigation cases, from both analysts and AI agents, against decisioning criteria and documentation standards, flagging discrepancies for compliance instead of relying on manual spot checks alone. Because review runs automatically at a configurable scale, teams can go well beyond a fixed sampling percentage and catch errors early, before a pattern has a chance to repeat across similar cases.
Key Capabilities
Automated Case Review
Screens closed investigations against decisioning criteria and documentation standards.
Configurable Sampling
Reviews a defined share of closed cases, extending coverage beyond typical manual QC rates.
Discrepancy Flagging
Surfaces inconsistencies between case findings, disposition, and supporting evidence.
Agent and Analyst Coverage
Applies the same QC checks to decisions made by AI agents and human analysts alike.
Error Pattern Detection
Groups flagged discrepancies to surface recurring issues before they compound across the queue.
Configurable QC Criteria
Compliance leads define the standards and thresholds each case is checked against.
QC Dashboards and Reporting
Gives compliance leads a real-time view of sampled decisions, defect rates, and review status.
How it Works
1
Case Closes
The agent pulls the case record automatically once an investigation is closed by an analyst or agent.
2
QC Criteria Applied
The closed case is checked against the configured decisioning and documentation standards.
3
Discrepancies Flagged
Cases with inconsistencies are routed to compliance leads with the specific issue highlighted.
4
Review and Trend Reporting
Compliance leads confirm or dismiss flags, with defect rates tracked over time.




