RADV Audit Readiness Software

The Cost of RADV Audit Exposure

CMS Risk Adjustment Data Validation (RADV) audits are designed to verify that Medicare Advantage organizations have submitted HCC codes supported by adequate medical record documentation. When documentation falls short of MEAT criteria—Monitoring, Evaluation, Assessment, and Treatment—CMS recovers the associated risk-adjusted payments.

The financial exposure is substantial. Beginning with payment year 2018, CMS applies extrapolated recovery methodology to RADV findings, meaning documentation failures in a sampled subset of charts can result in payment recoveries across your entire MA population. A single unsupported HCC in an audit sample can translate into millions in recovered payments.

Most organizations discover documentation gaps only after receiving a RADV audit notification. At that point, the window for remediation is narrow, the review workload is immediate, and the cost of assembling evidence packages under time pressure is significantly higher than proactive preparation.

RafCite™ by CodaFend is on-premise RADV audit readiness software that enables continuous documentation validation—identifying evidence gaps and producing audit-ready packages before CMS comes calling.

How RafCite Prepares You for RADV Audits

RafCite provides a structured approach to RADV audit preparation that operates continuously rather than reactively:

1

Proactive Documentation Validation Run your submitted HCC data through RafCite on a scheduled basis. Each code is evaluated against MEAT criteria using the source medical records, identifying which codes are well-documented and which have evidence gaps.

2

Evidence Gap Detection RafCite flags HCC codes where supporting documentation does not meet MEAT thresholds—specifying which criteria elements are missing so your team can investigate and remediate before an audit request arrives.

3

Audit Response Packaging For codes with adequate documentation, RafCite produces structured evidence packets with exact source citations, MEAT category labels, and confidence indicators—ready for your compliance team to review and submit to CMS.

4

Compliance Trail Every validation run is logged with timestamps, input records, and output determinations. This audit trail demonstrates your organization's ongoing commitment to documentation accuracy—a factor CMS considers in its enforcement approach.

RADV Readiness Capabilities

Under 5 minutes per chart — validate documentation for individual charts or process entire submission batches, compared to 3–4 hours per chart for manual review
MEAT criteria alignment — structured evidence extraction mapped to the specific documentation elements CMS evaluates during RADV
V28 and V24 model support — dual CMS model version support with automatic hierarchy exclusion and RAF weight calculations for blended payment years
Citation-backed output — every MEAT finding references the exact page, section, and text from the medical record—matching the evidence format CMS expects in audit responses
Gap reporting — clear identification of which HCC codes lack sufficient documentation, with specific MEAT elements flagged for remediation
Zero PHI egress — fully on-premise deployment with no data transmitted outside your network at any point during processing
Annual platform license — no per-chart fees, enabling continuous validation without incremental cost concerns

Continuous readiness, not one-time preparation. RADV audits can cover payment years going back several years. RafCite supports ongoing validation so your documentation posture is defensible at any point, not just when an audit notice arrives.

Before and After RafCite

See how RafCite compares to manual audit preparation for RADV readiness:

Dimension	Manual Audit Prep	RafCite™
Time per chart	3–4 hours	Under 5 minutes
Review consistency	Varies by reviewer	Uniform MEAT evaluation criteria
Evidence format	Unstructured, variable	Structured packets with source citations
Gap detection	Discovered during audit	Identified proactively
Audit trail	Manual documentation	Automated logging per validation run
Cost model	Per-chart or hourly	Annual platform license

Building a Defensible Audit Posture

RADV audit readiness is not a one-time project. CMS's extrapolated recovery methodology means that documentation quality across your entire MA population affects your financial exposure—not just the sampled charts.

Organizations that treat RADV preparation as continuous validation achieve several advantages:

Reduced financial exposure — documentation gaps are identified and addressed during the coding cycle, before they become audit findings
Faster audit response — when CMS requests documentation, structured evidence packets are already prepared and reviewed
Consistent documentation quality — automated MEAT evaluation eliminates inter-reviewer variability that creates uneven audit risk across your portfolio
Demonstrated compliance commitment — a logged history of proactive validation supports your organization's compliance narrative

RafCite integrates into this continuous approach by running against your submitted HCC data on whatever schedule fits your compliance program—quarterly, after each submission cycle, or as part of an ongoing chart review workflow.

Human judgment preserved. RafCite identifies documentation evidence and gaps. Your compliance team makes all final determinations about code validity and audit response strategy. This preserves the clinical oversight that CMS expects from MA organizations.

Frequently Asked Questions

What is RADV audit readiness software?

RADV audit readiness software helps Medicare Advantage organizations proactively validate that their submitted HCC codes are supported by complete medical record documentation before a CMS audit occurs. It identifies evidence gaps, produces audit-ready documentation packages, and establishes a continuous validation process that reduces financial exposure from RADV payment recoveries.

How far in advance should we prepare for a RADV audit?

RADV audit preparation is most effective as an ongoing process rather than a reactive effort. CMS can audit payment years going back several years, so organizations benefit from validating HCC documentation continuously as part of their standard risk adjustment workflow. RafCite supports both prospective validation during the coding cycle and retrospective review of previously submitted data.

Can RafCite help remediate documentation gaps before a RADV audit?

RafCite identifies HCC codes where the supporting documentation does not meet MEAT criteria and flags specific evidence gaps. This gives your compliance team the information needed to investigate and address documentation issues proactively—whether that means locating additional records, requesting provider clarification, or adjusting submitted codes before an audit request arrives.

How does ongoing RADV monitoring work with RafCite?

Organizations can run RafCite against their submitted HCC data on a scheduled basis—quarterly, after each submission cycle, or as part of a continuous compliance program. Each run produces updated evidence packets and gap reports, creating an audit trail that demonstrates your organization's commitment to documentation accuracy.

What deployment options are available for RADV audit readiness software?

RafCite deploys entirely on-premise via containerized components on hardware you control. There is no cloud dependency, no external API calls, and no PHI egress. It runs on Linux or Windows Server environments, with GPU acceleration recommended for production throughput. A Business Associate Agreement is included as part of standard onboarding.