Payment & Denial Reconciliation

Inspect sample payment information and investigate discrepancies before posting.

Synthetic data · Stored example outputs · Simulated processing

Explore the workflow

Remit and denial intake workflow that extracts fields from ERA, EOB, and denial artifacts. High-confidence fields can move toward posting while discrepancies and weak fields route to review.

  • Side-by-side raw vs structured extraction view across 50 synthetic remits
  • ERA (835) and EOB document shapes, weighted to modern volume mix (80/20)
  • Per-field confidence scoring with low-confidence fields flagged for human review
  • Reconciliation queue surfaces extracted values that don't match the associated claim
  • Synthetic dataset modeled on real 835 transaction structure: BPR, CLP, CAS, SVC segments
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