Reviewer Decision Engine

Secure reviewer workspace for claim verification, fraud validation, escalation handling, evidence confirmation, and final healthcare adjudication decisions with full compliance tracking.

Reviewer Workspace Overview

Assigned Claims

0

Documents pending reviewer action

Critical Cases

0

Immediate escalation required

Completed Reviews

0

Fraud investigations finalized

Reviewer Accuracy

97%

Decision confidence benchmark

Active Review Queue

Claim ID Hospital Fraud Type Priority AI Confidence Status
CLM-2091 Apollo Health Fake Signature Critical 97% Escalated
CLM-3158 Global Med Center Duplicate Report High 94% Under Review
CLM-4412 Fortis Care AI Generated Fake Critical 96% Rejected
CLM-5521 Care Plus Metadata Conflict High 89% Conditional Review

Decision Actions

Pass

Claim verified successfully with no significant tampering risk detected after forensic validation.

Conditional Review

Additional verification required before final claim approval and settlement processing.

High Fraud Risk

Strong evidence of forgery detected and senior escalation is immediately required.

Rejected

Fraud confirmed with audit-grade evidence and secure compliance lock enforced by system.

Reviewer Investigation Notes

Signature Validation

Mismatch confirmed against hospital-issued digital signature reference archive.

Duplicate Match Review

Radiology report linked with prior flagged claims from another provider.

Metadata Source Check

PDF creation source mismatch validated with hospital EMR and system records.

Escalation Recommendation

Senior forensic audit requested due to multiple confirmed fraud indicators.

Reviewer Audit Timeline

01

Document Assigned

Claim automatically assigned to reviewer after fraud threshold was triggered.

02

Manual Validation Started

Reviewer inspected suspicious signature anomalies and duplicate report patterns.

03

Evidence Confirmed

Fraud indicators validated with AI evidence, forensic logs, and historical claim data.

04

Final Decision Submitted

Claim moved to rejection workflow with compliance-ready report successfully generated.

Human Intelligence + Explainable AI

Reviewer decisions are strengthened by forensic evidence, transparent reasoning, smart fraud scoring, and secure enterprise audit trails.

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🚨 Reviewer Alert: Claim CLM-2091 requires final approval decision