Smart Data Framework: Denial Management

Denials arrive as remittance advice, payer letters, portal notifications, and scanned correspondence - each with its own format and reason coding. Revenue cycle staff work through queues largely in the order accounts appear, spending equal effort on a low-dollar duplicate-claim denial and a high-value medical necessity denial with a narrow appeal window. Supporting documentation lives across the EHR, coding system, and imaging archive, and assembling an appeal package can take longer than the review itself.

Everforth Apex engages as a delivery partner with proven experience applying AWS AI to complex payer document workflows. Our team previously delivered a serverless contract intelligence solution that materially reduced processing time and cost. We apply the same delivery discipline here: discovery, solution design, build, integration testing, and hypercare.

Built on AWS, the solution leverages Amazon Textract for document extraction, Amazon Comprehend Medical for clinical entity recognition, AWS Lambda and AWS Step Functions for serverless orchestration, Amazon DynamoDB for fast data access, and Amazon Neptune for relationship mapping across claims, encounters, and payer rules.

The solution ingests remittance data alongside unstructured payer correspondence, normalizes and classifies denial reasons into your working taxonomy, and links each denial to the underlying claim, encounter, and clinical documentation. Configurable scoring models - built with your team - rank accounts by recoverable dollars, probability of overturn based on historical outcomes, payer behavior, and remaining days to the appeal deadline. For appealable denials, the solution assembles relevant clinical notes, authorization records, and coding evidence into a review-ready package.

Denials that are genuinely unrecoverable or below your write-off threshold are routed accordingly rather than consuming analyst time. Root-cause reporting shows which payers, service lines, providers, and front-end processes are generating preventable denials.

• Discovery (Weeks 1-3): Analysis of your denial mix, current recovery rates, and system landscape. Deliverable: Denial taxonomy document, findings report, and scoped SOW.
• Solution Design (Weeks 4-5): Architecture design, scoring model definition, and integration mapping. Deliverable: Technical design document and configured scoring model specification.
• Build and Integration Testing (Weeks 6-10): Development, data pipeline configuration, work-queue setup, and end-to-end testing. Deliverable: Deployed solution integrated with your patient accounting and denial management platforms.
• Hypercare (Weeks 11-14): Production monitoring, threshold tuning, and knowledge transfer. Deliverable: Runbook, performance baseline report, and staff training completion.

All data is encrypted at rest and in transit using AWS Key Management Service (KMS). The solution runs within VPC-isolated environments with role-based access controls. AWS CloudTrail provides full audit logging. Everforth Apex supports execution of a Business Associate Agreement (BAA) for engagements involving PHI.

• Electronic remittance advice (ERA/835) feeds available for ingestion
• Access to denial correspondence (digital or scanned)
• EHR system with API or extract capability for clinical documentation
• Designated RCM leadership and analyst participation (approximately 5-8 hours per week during discovery and design)
• Out of scope: Payer contract negotiation, clinical coding corrections, and written appeal argumentation (staff retain full authority over appeal decisions)

Engagements are scoped during the paid discovery phase and priced on a fixed-fee basis per phase, with milestone-based progression. Total engagement duration typically ranges from 10 to 14 weeks depending on organizational complexity.

The result is higher net recovery per FTE hour, fewer missed appeal deadlines, measurable reduction in preventable denials, and a revenue cycle team spending its expertise where it changes the financial outcome.

Contact us at apexawsmarketplace@apx365.onmicrosoft.com  to schedule a 30-minute denial-mix discovery call and receive a preliminary assessment of your recovery opportunity.