Innovative tools to support retrospective risk adjustment chart review and regulatory audits

Health plans today are challenged with optimizing risk adjustment processes amidst escalating costs and increasing regulatory audits. The importance of accurate, efficient coding and data management practices cannot be overstated, especially considering the restarting of CMS RADV audits as well as the recent intensification of audits by the Office of Inspector General (OIG).

The Health Language Coder Workbench not only responds to these challenges but sets a new standard for excellence in the field. Leveraging the power of the Health Language Data Platform, the Coder Workbench combines clinically trained AI technology and semantically enriched medical terminology libraries.. We incorporate risk adjustment coding intelligence to ensure diagnoses that are coded are in alignment with the official guidelines for compliant coding and reporting, empowering health plans to navigate the complexities of risk adjustment with confidence and precision.

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Key benefits of the Coder Workbench for health plans

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Delivering value to your Medicare Advantage Organization

25-30%

Increased efficiency over manual chart review.

5-7%

Net new codes identified and accepted by the client.

10-15x

Approximate ROI generated for a pilot evaluation of 100 charts.

Coder Workbench Frequently Asked Questions

  • Who is the Coder Workbench solution designed for?

    The Coder Workbench solution is designed for Medicare Advantage health plans and risk adjustment organizations. It supports health plan leaders such as Vice Presidents of Operations, Directors of Risk Adjustment, and Compliance Officers, as well as the day-to-day work of risk adjustment coders, quality assurance auditors, and managers responsible for coding accuracy and audit response.

    The platform is used for multiple risk adjustment coding initiatives, including retrospective chart review projects with integrated claim linking and regulatory audit response through the Regulatory Audit Module, supporting audits such as RADV, OIG, and internal mock audits.

  • How does the Coder Workbench analyze medical records for risk adjustment coding?

    Coder Workbench uses clinically trained, non-generative AI to read and interpret unstructured medical records, including scanned PDFs. The technology applies optical character recognition (OCR) and natural language processing (NLP) to understand full clinical notes—such as provider type, note type, section, dates of service, and clinical context—so it can accurately identify diagnoses that are documented by the provider.

    The system distinguishes between active, historical, negated, and ruled-out conditions and surfaces only current, risk adjusted diagnoses within the project year supported by documentation. It also identifies and organizes clinical supporting documentation (i.e. MEAT criteria) and presents all evidence transparently for coder review.

  • Can the platform support RADV, OIG, and other regulatory audits?

    Yes. The Regulatory Audit Module within Coder Workbench is designed to support multiple audit types, including CMS MA RADV audits, HHS ACA RADV audits,  OIG audits, IPM audits, and internal mock RADV audits. The module provides structured workflows, project management dashboards, detailed patient-level coding results with confidence scores, and exportable reporting to help teams manage audit timelines, documentation, and stakeholder reporting.

  • How does the platform support compliant and defensible risk adjustment coding?

    The platform is designed to support compliant risk adjustment coding by embedding CMS and ICD-10-CM coding principles directly into the workflow. It surfaces diagnoses and supporting documentation transparently, allowing coders to apply their professional judgment while clearly seeing how each condition is supported within the medical record.

    The platform includes a fully integrated coding, quality assurance, rebuttal, and arbitration workflow that supports compliant risk adjustment practices from initial review through final resolution. All coding actions, supporting evidence, and review outcomes are captured within a single system, providing traceability and consistency across teams, vendors, and audit activities.

  • How does the platform help select the best encounter for audit submission?

    The Regulatory Audit Module helps teams prioritize the strongest encounter for submission by analyzing documentation and classifying each condition as a match, higher, lower, or additional HCC as compared to what is being audited. For each diagnosis, the platform provides a confidence score based on documentation completeness and clinical support.

    Final coding decisions are made by coders and auditors, who review all supporting evidence directly within the workflow. The platform also verifies required administrative elements—such as provider signatures, eligible note types, and correct dates of service—so teams can focus on encounters that are both defensible and administratively complete.

Featured resources on Risk Adjustment

Transforming current risk adjustment processes

Gone are the days of manually reviewing each patient’s records and inputting data into cumbersome spreadsheets. The Health Language Coder Workbench organizes the chart, identifying present HCCs and linking them directly to supporting evidence within the medical record, and offers real-time visibility into coding progress and team projects.

A revolution in preparing for risk adjustment regulatory audits

At the heart of our latest innovation is the Regulatory Audit Module, a cutting-edge tool designed to streamline the workflow of any regulatory risk adjustment audit (i.e RADV, IPM, OIG). This module ensures the very best encounters are submitted for validation, significantly reducing extrapolation payment penalties and safeguarding your organization against noncompliance publicity. The module can also be utilized for internal audits, mock audits, and vendor audits.

Learn more about the Health Language Coder Workbench

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