Diagnostic Order Appropriateness Agent
Applies AUC and payer criteria to imaging and lab orders to reduce low-value testing and denials.
Low-value imaging and laboratory testing increase cost, radiation exposure, and payer denials
Providers often lack real-time guidance on Appropriate Use Criteria (AUC), CDSM requirements, and plan-specific medical necessity rules at the moment of order
Retrospective utilization review arrives too late to change the order
The Diagnostic Order Appropriateness Agent applies AUC and payer criteria to imaging and lab orders in workflow to reduce low-value testing and prevent avoidable denials
At order entry, the agent evaluates clinical indication against AUC/CDSM content and payer medical necessity rules, scores appropriateness, suggests alternatives or additional documentation, and routes exceptions for utilization review while preserving clinician override with reason capture.
Capture Order and Clinical Indication
- Ingest imaging and lab order details with structured indications
- Pull relevant diagnoses, prior studies, and recent labs
- Identify payer and site-of-service context
Apply AUC and Payer Criteria
- Score imaging orders against AUC/CDSM guidelines
- Evaluate lab panels against redundancy and frequency policies
- Check payer medical necessity and prior-auth triggers
Recommend Alternatives and Documentation
- Suggest more appropriate modalities or lower-cost tests when indicated
- Prompt for missing clinical documentation to support medical necessity
- Flag duplicate recent studies within lookback windows
Route Exceptions and Capture Outcomes
- Send non-appropriate or high-cost outliers to UM review when required
- Record consult recommendation IDs for AUC compliance
- Track acceptance rates, overrides, and denial prevention impact