Revenue Cycle Risk Dashboard

Current month performance metrics and compliance indicators

48,291
Claims Volume
Current month
8.3%
Denial Rate
Benchmark: 5.0%
94.2%
Coding Accuracy
Target: ≥95%
7
Open Compliance Issues
Requires action
⚠️ Denial rate 8.3% exceeds industry benchmark of 5.0% — recommended action: coding compliance audit
AI Claims Population Testing

Upload a claims dataset for full-population statistical and compliance analysis

🤖 AI Claims Population Testing
Upload claims dataset (CSV/Excel) for full-population analysis including Benford’s Law, duplicate detection and upcoding patterns.
💾
Drop claims file here (CSV or Excel)
Supports up to 100k claims — CSV or Excel format
Upload a claims file to enable analysis
Population Analysis Results
Pre-Built Coding Audit Programmes

Structured audit programmes across major coding categories

📋 Coding Compliance Audit Programmes
Select a programme to configure and generate your audit sample

Evaluation and Management level accuracy audit — tests documentation support for the billed E&M level against CMS guidelines.

CPT Level Distribution (Current vs Benchmark)
99202
8%
99203
22%
99204
45%
99205
18%
99211
7%
⚠️ High concentration at 99204 (45%) — industry benchmark is 32% — potential upcoding indicator requiring audit
Audit Checklist
  • Medical decision making documented
  • Time-based selection criteria met
  • Documentation supports level selected
  • Teaching physician requirements met

Surgical procedure coding audit — validates CPT selection, global periods, assistant surgeon billing and unbundling compliance.

Audit Checklist
  • CPT code matches operative report
  • Global period services billed correctly
  • No inappropriate unbundling detected
  • Assistant surgeon credentials verified
  • Bilateral procedure modifiers applied

ICD-10-CM/PCS diagnosis code accuracy audit — validates principal diagnosis selection, HCC coding and specificity compliance.

Audit Checklist
  • Principal diagnosis follows UHDDS guidelines
  • HCC codes captured at highest specificity
  • POA indicators accurate
  • Diagnosis coding matches clinical documentation
  • Excluded codes verified

Diagnosis-Related Group validation for inpatient claims — validates DRG assignment, CC/MCC capture rates and MS-DRG optimization compliance.

DRG Description Volume CC/MCC Capture Benchmark Status
470 Major joint replacement or reattachment of lower extremity 312
58%
72% Below
291 Heart failure and shock w MCC 187
81%
78% On Target
194 Simple pneumonia and pleurisy w CC 154
62%
68% Below
871 Septicemia or severe sepsis w MV >96 hours 98
91%
88% On Target
392 Esophagitis, gastroenteritis and misc digestive disorders w MCC 76
44%
61% High Gap

Ambulatory Payment Classification validation for outpatient claims — validates APC grouping, composite APCs and packaged services compliance.

Audit Checklist
  • APC grouping matches OPPS logic
  • Composite APC criteria verified
  • Packaged services not billed separately
  • Revenue codes match CPT codes
  • Modifier 52/73/74 application validated
Denial Management

Current month denial tracking by category with trend analysis

📉 Denial Management Dashboard
Current month denial volume, financial impact and remediation status
Category Count Amount Trend Recommended Action
Prior Authorization 124 $284,320 ↑ 12% Review auth workflows
Coding / Billing Error 89 $156,780 ↓ 8% Coding education
Medical Necessity 67 $198,450 → 0% Clinical documentation improvement
Duplicate Claim 23 $42,100 ↓ 15% Claims scrubbing
Timely Filing 18 $31,200 ↓ 22% Submission workflow review
Total 321 $712,850
📊 Appeal Success Rate: 68% — Recovered via appeals: $142,900 this month
💊 340B Drug Pricing Programme
HRSA 340B programme compliance — covered entity eligibility, diversion prevention and audit readiness
340B Eligibility & Registration
340B Compliance Requirements
0%