UC74: 340B Program Compliance Auditor

The Problem

The 340B Drug Pricing Program provides discounts on medications for covered entities (hospitals, FQHCs, cancer centers). Participating entities can purchase drugs at 340B discounts and distribute to eligible patients. However, 340B regulations are complex: discounts apply only to drugs for eligible outpatient uses, not inpatient hospital use. "Duplicate discounts" are prohibited,if a patient receives a drug covered by Medicaid, the 340B entity cannot also apply the 340B discount. Tracking these constraints across millions of prescription claims is error-prone; entities risk significant audit findings if compliance is poor. Audits by HRSA (Health Resources & Services Administration) and OIG (Office of Inspector General) can result in repayment obligations of millions of dollars.

What the Agent Does

Eligibility Criteria Verification: Maintains database of 340B covered entities and their eligible drugs; verifies each prescription claim against entity 340B status and drug eligibility; flags prescriptions where 340B pricing was incorrectly applied.
Duplicate Discount Detection: Cross-references 340B claims against Medicaid claims database; identifies instances where both 340B discount and Medicaid discount were applied to same prescription; flags as duplicate discount violation.
Inpatient/Outpatient Classification: Verifies that 340B pricing is applied only to eligible outpatient uses; flags inpatient hospital claims incorrectly coded as 340B-eligible; alerts finance team to billing corrections needed.
Medicaid Utilization Reconciliation: Matches entity's 340B purchasing against Medicaid utilization; calculates expected Medicaid rebates and 340B rebates; identifies gaps or overlaps suggesting duplicate discounts or under-reporting.
Compliance Reporting: Generates quarterly compliance audit report detailing: claims reviewed, violations identified, dollar impact of violations, and remediation recommendations; prepares documentation for OIG/HRSA audits.
Violation Notification: Alerts compliance team immediately when duplicate discount or ineligible claim is detected; suggests correction steps; tracks remediation.

Data Requirements

Aspect	Details
Data Sources	340B covered entity database (HRSA 340B ESP), prescription claims (pharmacy system), Medicaid utilization data (state Medicaid, CMS), manufacturer rebate data, patient insurance coverage (Medicare, Medicaid, commercial), inpatient vs. outpatient claim indicators (EHR/billing system).
Data Classification	Confidential business data (340B purchasing), Medicaid data, claims data
Data Quality Needs	High , inpatient/outpatient coding must be accurate; Medicaid data must be reconciled; entity eligibility must be current.
Complexity	High , multi-source data reconciliation; duplicate discount detection logic; regulatory rule enforcement.

Score Breakdown

Criterion	Weight	Score (1-5)	Weighted
Time Recaptured	15%	3	0.45
Error Reduction	10%	4	0.40
Cost Avoidance	10%	4	0.40
Strategic Leverage	5%	4	0.20
Data Availability	15%	3	0.45
Process Clarity	15%	4	0.60
Ease of Implementation	10%	3	0.30
Fallback Available	10%	4	0.40
Audience (Int/Ext)	10%	4	0.40
Composite	100%		3.70

Why It Scores Well

High-Consequence Compliance: OIG audits can assess repayments of $1M+; entity reputation at risk; agent prevents violations.
Complex Rules: 340B regulations are intricate; manual compliance is error-prone; agent enforces rules consistently.
Measurable Compliance: Number of violations, dollar impact, and remediation status all quantifiable.
Audit Readiness: Pre-audit verification ensures entity can confidently defend compliance stance.
Continuous Risk: As entities grow and claims volume increases, manual compliance becomes impossible; agent enables scaling.

Regulatory Alignment

HRSA 340B Program Requirements: Agent enforces all 340B eligibility and duplicate discount prevention rules.
OIG Audit Standards: Agent generates documentation meeting OIG audit requirements; maintains audit trails.
CMS Medicaid Requirements: Medicaid duplicate discount rules enforced; Medicaid rebate reconciliation accurate.
Covered Entity Agreements: Agent ensures covered entity compliance with 340B agreement terms.

Sprint Factory Fit

Moderate Fit. 340B ESP integration straightforward; Medicaid data integration more complex (state-by-state variation). Duplicate discount detection logic is well-defined but requires validation. Initial build: 6 weeks for 340B entity database integration + claims matching + duplicate discount logic. Medicaid integration: 4 weeks per state variant. Deployment: Batch job running monthly + compliance dashboard. Ongoing: 2 weeks/sprint for regulatory rule updates and new state integrations.

Comparable Implementations

340B Program Compliance Software , HRSA 340B program baseline.
Sentry Data Systems 340B Compliance , Compliance tracking reference.
Macro Helix 340B Management , 340B audit platform reference.

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