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Clinical & Healthcare AIProduction Deployed

Code Reconciliation System

Automated Chart-to-Billing Compliance & Audit System — Automated chart-to-billing reconciliation engine that cross-validates clinical documentation against billing claim codes to identify missed CPT codes and prevent revenue leakage.

PythonGPT-5.2Rule-Based EnginesCPT Code Auditing
CPT Code Reconciliation
10x Faster Audit
Chart: DebridementCPT 11042Matched ✓
Chart: CompressionCPT 29580Recovered +$
Batch ~4,300 Charts135+ Staff Hours Saved
Measured Production Impact
135+ hrs
Saved / Batch
1.88 min / chart
10x
Audit Speed
5-12m down to 30s-1m
~4,300
Charts / Batch
Zero manual collation
100%
Audit Readiness
CPT discrepancy catch

The Compliance & Revenue Challenge

In large-volume clinical practices, discrepancies between doctor chart narratives and recorded billing CPT codes cause severe revenue leakage and compliance risks. Manual reconciliation took 5 to 12 minutes per chart, creating huge backlogs.

Intelligent Cross-Matching Engine

Developed an asynchronous reconciliation engine that cross-validates clinical procedures mentioned in physician progress notes against final billing claim submissions. The engine automatically flags missing modifier codes, unbilled procedures, and documentation gaps.

Operational Savings

Processed batches of ~4,300 charts in bulk, saving 135+ staff hours per batch (1.88 minutes per chart saved). Cut review latency by 10x (down to 30s–1m), allowing billing teams to resolve high-priority discrepancies proactively.

Key Engineering & Operational Highlights

135+ Staff Hours Saved per Batch: Saves 1.88 minutes of manual review per chart, eliminating ~135+ hours of manual billing effort across an average batch of ~4,300 encounters.
10x Faster Audit Speed (5–12 Mins → 30s–1 Min): Reduced encounter review time from ~5–12 minutes of manual checks down to 30 seconds to 1 minute via automated processing.
Identifies Potential Revenue Leakage: Automatically detects unbilled encounters and potentially missed billable CPT codes from provider notes prior to claim filing.
Automated Batch Processing: Processes thousands of records in bulk with zero manual collation, allowing staff to focus specifically on flagged discrepancies.
Audit & Compliance Support: Validates that billed procedures have matching clinical documentation, helping support compliance and audit readiness.