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Processing History
Date Filename Procedure Readiness Denial Risk Time
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Total Agents
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Active in pipeline
Extraction
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Reader + Core agents
Policy & Matching
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Matcher + Payer agents
Docs Processed
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Total referrals
Appeal & Evidence
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Appeal + P2P + Evidence
Validation
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Quality + Cross-check
Accuracy
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Audit + Regression
Oversight
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Arch + Security + Accuracy
Watchdog
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Problem monitors
Problem Watchdog Map
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Reader Agents — Document Extraction
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Core Pipeline Agents
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Policy Matcher Agents — 4-Layer Verification
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Payer Policy Agents
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Interpretation & Validation Agents
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Appeal, Evidence & Medical Necessity Agents
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Prediction, Workflow & Generation Agents
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Lifecycle, Eligibility & Urgency Agents
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Accuracy Enforcement Agents — 99% Target
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Oversight Agents — Architecture, Security, Accuracy
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Analytics & Monitoring Agents
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Watchdog Agents — Problem Prevention
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V2 System Architecture
  REFERRAL PDF
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       v
  [Document Loader] -------- PDF to Text + OCR Fallback + Redaction Detection
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  [Clinical Interpretation] - Abbreviation expansion, OCR correction, date normalization
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       |  +----- PARALLEL EXTRACTION (8 Reader Agents) -----+
       |  |                                                   |
       v  v                                                   |
  [Admin/Eligibility Reader]   [Symptoms Reader]              |
  [Medical History Reader]     [Medications Reader]           |
  [Prior Testing Reader]       [Labs Reader]                  |
  [Vitals/Exam Reader]         [Referral Order Reader]        |
       |  |                                                   |
       |  +---------------------------------------------------+
       |                    |
       |         [Extraction Audit Agent] -- validates ranges, dates, formats
       |         [Cross-Validation Agent] -- reader contradictions
       |         [Quality Gate Agent] ------ documentation completeness
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  [Procedure Classifier] ------ Maps to cardiology procedure (Claude API)
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       v
  [Eligibility Verification] -- member ID format, plan type, PCP referral
  [Urgent Detection] ---------- 4 urgency levels, 13 clinical triggers
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       v
  +---- 4-LAYER POLICY MATCHING (5 Payer Agents) ----------+
  |  BCBSTX | Aetna | UHC | Cigna | Medicare               |
  |                                                          |
  | [Layer 1: Eligibility] ---- admin, referral, signed order|
  | [Layer 2: Clinical Doc] --- symptoms, vitals, labs       |
  | [Layer 3: Medical Necessity] -- ICD-10, AAD, GDMT       |
  | [Layer 4: Procedure-Specific] -- LVEF, NYHA, heart team |
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  +----------------------------------------------------------+
       |                    |
       |         [Matcher Audit Agent] ----- false positive/negative detection
       |         [Policy Validation Agent] -- policy JSON integrity
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  [Readiness Aggregator] ------ GREEN / YELLOW / RED
  [Denial Prediction Agent] --- risk scoring, 19+ denial triggers
  [Next Steps Agent] ---------- prioritized action items
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       v
  AUTHORIZATION PACKAGE -------- Ready for payer submission
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       v  (if denied)
  [Appeal Letter Generator] --- clinical evidence + guideline citations
  [P2P Call Prep Agent] ------- physician talking points
  [Clinical Evidence Agent] --- landmark trials, ACC/AHA, LCD precedent
  [Medical Necessity Agent] --- patient-specific necessity arguments
  [Auth Status Tracker] ------- 18-state lifecycle tracking
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       v
  [Patient Communication] ----- plain-language letters (6th-grade level)

  OVERSIGHT:   [Architecture Review] [Security Review] [Accuracy Validation]
  ACCURACY:    [Extraction Audit] [Matcher Audit] [Regression Gate] [Policy Validation]
  WATCHDOGS:   [OCR Quality] [Reader Consistency] [Policy Match] [Procedures] [Redaction]
  ANALYTICS:   [Denial Analytics] [Policy Monitor] [Industry ROI]
    
Estimated Hours Saved
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Based on documents processed
Estimated Dollar Savings
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Staff time + denial prevention + clawback savings
Savings Breakdown
Staff Time Savings
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Auth coordinators spend avg 45 min per PA manually. Our AI processes in under 1 minute.
Denial Prevention
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Pre-submission checks catch missing items before they become denials. Each denied claim costs $118 to rework.
Clawback Prevention
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Industry avg 3.5% clawback rate. Proper PA documentation prevents post-payment recoupment averaging $2,800/incident.
Rework Reduction
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22% of PAs require resubmission. Our completeness checks reduce rework by 65%.
P2P Call Prep Savings
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AI generates physician P2P prep in 1 min vs 30+ min manual preparation. Valued at physician hourly rate.
Appeal Letter Savings
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AI drafts structured appeal letters with guideline citations in 2 min vs 45 min manual drafting.
Per-Document Value
Minutes Saved Per Document
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vs. industry average of 45 minutes manual processing
Dollar Value Per Document
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Including time savings, denial prevention, and clawback avoidance
Industry Benchmarks vs. AI Prior Auth

Time & Efficiency

PA Processing Time 45 min<1 min
Appeal Letter Drafting 45 min2 min
P2P Call Preparation 30 min1 min
Days to PA Approval 14 days~3 days
Staff FTEs per 500 PAs/mo 2.5 FTE0.5 FTE

Cost & Revenue Impact

Initial Denial Rate 17%~10%
PA Rework Rate 22%~8%
Clawback Rate 3.5%~1.4%
Cost per Denied Claim $118
Avg Clawback Amount $2,800
Annual Savings Projections
Monthly PA Volume Annual Hours Saved Staff Savings Denial Savings Clawback Savings Total Annual Savings
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Data Sources: AMA Prior Authorization Physician Survey (2023), CAQH Index (2023), MGMA DataDive Cost and Revenue, Experian Health State of Claims Report, ACC Cardiology Practice Benchmark Report. Clawback data from HFMA Revenue Cycle Benchmarking Report. Staff rates from Bureau of Labor Statistics (Medical Secretaries & Admin Assistants, 2024).
Total in Pipeline
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Active cases
Need Appeal Letter
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Awaiting generation
Need P2P Prep
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Calls to prepare
Awaiting Decision
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Submitted / in review
Available Agents
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Ready to assist
Denial & Appeal Cases
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Agents Helping
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