Smart Data Framework: Intelligent Medical Coding and Billing Support

Medical coding requires skilled professionals to interpret detailed clinical documentation while managing high patient volumes, evolving payer requirements, and increased expectations for accuracy. Coders often spend significant time locating supporting evidence, reconciling documentation, and identifying missing specificity before assigning a code - time that could be spent on complex cases and compliance review.

Everforth Apex delivers a consulting-led, AI-assisted medical coding solution built on AWS. Our team of consultants works directly with your HIM directors, compliance leaders, and revenue-cycle stakeholders to design and implement a human-in-the-loop coding support system tailored to your workflows.

Using our Smart Data Framework, the solution extracts and organizes relevant information from physician notes, procedure documentation, and supporting records. It identifies clinical concepts and recommends applicable standardized codes - including ICD-10 - for review by qualified coding personnel. Each recommendation is linked to supporting evidence from the source documentation, so reviewers can quickly validate the basis for suggested codes.

The system highlights missing specificity, conflicting information, and cases requiring clinical clarification - enabling coders to focus their expertise on validation, complex cases, and documentation improvement rather than repetitive information gathering.

Our structured engagement follows a phased approach:

Phase 1 - Assessment (Estimated 2-4 weeks):

• Baseline current coding productivity and quality metrics
• Identify priority document types and service lines
• Deliver an assessment report with recommendations

Phase 2 - Design (Estimated 3-5 weeks):

• Define the human-in-the-loop review model with your team
• Design integration architecture for your EHR and revenue-cycle systems
• Deliver workflow design document and integration specifications

Phase 3 - Implementation (Estimated 6-10 weeks):

• Build and integrate the solution into existing systems
• Configure controls, audit trails, and human approval workflows
• Deliver configured solution, training materials, and UAT sign-off

Phase 4 - Optimization and Ongoing Support:

• Tuning as documentation patterns and requirements evolve
• Ongoing monitoring and performance reporting

The solution leverages AWS services including Amazon Bedrock (Claude), AWS Lambda, Amazon DynamoDB, AWS Step Functions, and Amazon Neptune to deliver a serverless, scalable architecture that processes clinical documentation securely within your AWS environment.

All data handling follows healthcare security best practices with encryption at rest and in transit. The solution is designed to operate within HIPAA-compliant AWS environments, and audit trails track every code recommendation and human decision for compliance review.

• Supported EHR integration via standard interfaces (HL7, FHIR)
• U.S. healthcare organizations with established coding teams
• Buyer provides HIM director availability, IT integration resources, and access to sample documentation for configuration
• Certified coding professionals retain full responsibility for validating codes and making final coding and reimbursement decisions

Contact us to schedule a discovery call and scoping session. Our team will assess your current coding workflows and provide a tailored engagement plan. Reach out at apexawsmarketplace@apx365.onmicrosoft.com  to book your initial consultation.