Problem Watchdog Map
Loading watchdog data...
Reader Agents — Document Extraction
Loading...
Core Pipeline Agents
Loading...
Policy Matcher Agents — 4-Layer Verification
Loading...
Payer Policy Agents
Loading...
Per-Drug Agents (BCBSTX Phase 1)
Loading...
Interpretation & Validation Agents
Loading...
Appeal, Evidence & Medical Necessity Agents
Loading...
Prediction, Workflow & Generation Agents
Loading...
Lifecycle, Eligibility & Urgency Agents
Loading...
Accuracy Enforcement Agents — 99% Target
Loading...
Oversight Agents — Architecture, Security, Accuracy
Loading...
Analytics & Monitoring Agents
Loading...
Denial Prevention Agents
Loading...
Watchdog Agents — Problem Prevention
Loading...
Denial Tracker Agents (Per-Drug Per-Payer)
Loading...
Pharma Data Intelligence Agents
Loading...
V2 System Architecture
REFERRAL PDF
|
v
[Document Loader] -------- PDF to Text + OCR Fallback + Redaction Detection
|
[Clinical Interpretation] - Abbreviation expansion, OCR correction, date normalization
|
| +----- 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
v
[Drug Classifier] ----------- Classifies drug and indication (Claude API)
|
v
[Eligibility Verification] -- member ID format, plan type, PCP referral
[Urgent Detection] ---------- 4 urgency levels, 13 clinical triggers
|
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, step therapy, dx |
| [Layer 4: Drug-Specific] ------- Step therapy, biosimilar, labs |
| |
+----------------------------------------------------------+
| |
| [Matcher Audit Agent] ----- false positive/negative detection
| [Policy Validation Agent] -- policy JSON integrity
v
[Readiness Aggregator] ------ GREEN / YELLOW / RED
[Denial Prediction Agent] --- risk scoring, denial triggers
[Next Steps Agent] ---------- prioritized action items
|
v
AUTHORIZATION PACKAGE -------- Ready for payer submission
|
v (if denied)
[Appeal Letter Generator] --- clinical evidence + guideline citations
[P2P Call Prep Agent] ------- physician talking points
[Clinical Evidence Agent] --- landmark trials, society guidelines, LCD precedent
[Medical Necessity Agent] --- patient-specific necessity arguments
[Auth Status Tracker] ------- 18-state lifecycle tracking
|
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] [Drugs] [Redaction]
ANALYTICS: [Denial Analytics] [Policy Monitor] [Industry ROI]
Operational Savings
-
Staff time + denial prevention + clawback avoidance
Total Revenue Impact
-
Including patient retention + chair utilization + brand documentation
Hours Saved
-
Based on documents processed
Patients Retained
-
Who would have abandoned treatment due to PA delays
Denials Prevented
-
Pre-submission checks caught missing items
Operational Savings
Staff Time Savings
-
Auth coordinators average 45 min/PA manually. AI processes in under 1 minute.
Denial Prevention
-
Pre-submission checks catch step therapy gaps, missing TB screening, coding errors. Each denied claim costs $118 to rework.
Clawback Prevention
-
Infusion drugs average $5,200 per clawback. Proper PA documentation prevents post-payment recoupment.
Rework Reduction
-
22% of PAs require resubmission. Completeness checks reduce rework by 65%.
P2P Call Prep
-
AI generates P2P prep with drug-specific talking points in 1 min vs 30+ min manual preparation.
Appeal Letter Prep
-
AI drafts appeals with ACR/AAN/ACG guideline citations and drug-specific evidence in 2 min vs 45 min.
Infusion Center Revenue Impact
Patient Retention
-
18% of patients abandon treatment due to PA delays. Each patient = ~$85K/year in infusion revenue. Faster PA keeps patients in chairs.
Chair Utilization Recaptured
-
Faster PA approval means earlier scheduling. Every day of PA delay = $450 in lost chair revenue per patient.
Brand Drug Documentation
-
When medically justified (biosimilar failure, adverse reaction), proper documentation supports brand approval. Remicade vs biosimilar = $5,700/infusion differential.
Per-Drug Revenue Analysis
| Drug | J-Code | Processed | $/Infusion | Revenue Processed | Denials Prevented | Revenue Protected |
|---|---|---|---|---|---|---|
| Loading drug data... | ||||||
Per-Document Value
Minutes Saved Per PA
-
vs. industry average of 45 minutes manual processing
Dollar Value Per PA
-
Operational savings per document processed
Industry Benchmarks vs. Medix Prior Auth
Time & Efficiency
PA Processing Time
45 min → <1 min
Appeal Letter Drafting
45 min → 2 min
P2P Call Preparation
30 min → 1 min
Days to PA Approval
14 days → ~3 days
Staff FTEs per 500 PAs/mo
2.5 FTE → 0.5 FTE
Infusion Center Revenue Impact
Initial Denial Rate
24% → ~14%
Patient Abandonment (PA delays)
18% → ~9%
PA Rework Rate
22% → ~8%
Clawback Rate
4.0% → ~1.6%
Avg Clawback Amount
$5,200
Remicade vs Biosimilar Premium
$5,700/infusion
Annual Impact Projections
| Monthly PAs | Hours Saved | Operational Savings | Retention Impact | Chair Utilization | Total Annual Impact |
|---|---|---|---|---|---|
| Loading projections... | |||||
Data Sources: AMA Prior Authorization Physician Survey (2023), CAQH Index (2023), MGMA DataDive Cost and Revenue, HFMA Revenue Cycle Benchmarking Report, Experian Health State of Claims Report, Specialty Infusion Industry Benchmark Report (2024). Drug reimbursement based on ASP+6% Medicare Part B rates. Patient abandonment data from AMA specialty infusion PA impact study. Staff rates from Bureau of Labor Statistics (2024).
Denial & Appeal Cases
Loading appeal cases...
Agents Helping
Loading agents...
Specialty Intelligence Agents
Loading specialty data...
Drug-Level Intelligence Summary
Loading drug data...
Data Categories for Pharma Partners
Loading data categories...
Pharma Data Monetization: All data is HIPAA-compliant, de-identified, and reported in aggregate only (minimum N=10). Data streams include prescribing patterns, real-world outcomes (RWE), market access intelligence, biosimilar adoption dynamics, and competitive intelligence. Updated weekly/monthly/quarterly depending on category. Valuable to pharmaceutical companies for market research, post-market surveillance, payer negotiations, and competitive strategy.