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Reading: Building Always-On Audit Readiness Into Your Risk Adjustment Platform
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Health

Building Always-On Audit Readiness Into Your Risk Adjustment Platform

ADMIN
Last updated: 2026/05/12 at 10:38 AM
ADMIN 4 Min Read
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Building Always-On Audit Readiness Into Your Risk Adjustment Platform

What Always-On Audit Readiness Actually Means

When CMS audited select contracts periodically, plans could treat RADV preparation as a project: staff up when notified, assemble the response, and stand down when the audit closed. Annual audits of all contracts with quarterly cadence eliminated the project model.

Contents
What Always-On Audit Readiness Actually MeansThe Four Pillars of Continuous ReadinessWhy This Requires a Unified SystemThe Infrastructure Decision

There’s no stand-down period. Every quarter brings potential new audit cycles while prior cycles remain active. RADV response is now a continuous operational function, not an intermittent project.

Always-on audit readiness means the plan can respond to a RADV notification on any given Tuesday without mobilizing a special team or launching a data assembly project. The evidence trails exist.

The documentation is indexed. The response infrastructure is staffed and operational. The notification triggers a workflow, not an emergency.

The Four Pillars of Continuous Readiness

The first pillar is evidence preservation at the point of coding. Every coding decision creates a documented evidence package: clinical note, MEAT element mapping, AI assessment, coder validation, and quality review.

This package is stored and indexed by member, diagnosis, and date of service. When a RADV sample arrives, the evidence for each sampled HCC is retrievable in minutes rather than assembled over weeks.

The second pillar is cross-encounter indexing. For each member, the system tracks all encounters, all documented conditions, and all evidence assessments across the full payment year.

When RADV requires the plan to select the strongest record for a sampled diagnosis, the system surfaces all available documentation ranked by defensibility score. Strategic record selection becomes a query operation, not a manual search.

The third pillar is concurrent audit management. With quarterly audit cadence, plans manage multiple active cycles simultaneously. The system tracks each audit’s status, deadlines, sampled enrollees, submission progress, and findings independently. Teams see a unified dashboard of all active audits rather than managing each cycle in separate tracking systems.

The fourth pillar is post-submission surveillance. Between audits, the system monitors the defensibility of submitted codes against evolving documentation. Codes that lose evidentiary support as clinical conditions change get flagged for remediation. This continuous monitoring reduces the plan’s aggregate error rate before the next audit cycle begins.

Why This Requires a Unified System

These four pillars can’t function independently across fragmented systems. Evidence preservation requires the coding system and the evidence storage to share the same environment. Cross-encounter indexing requires access to all clinical documentation from all sources in one searchable database.

Concurrent audit management requires a single tracking system that sees all active cycles. Post-submission surveillance requires comparison between submitted codes and current documentation in real time.

Fragmented systems can attempt each pillar individually, but the integration between them breaks. Evidence created in one system doesn’t flow into the audit tracking system. Cross-encounter data requires manual reconciliation across databases.

Concurrent audits are tracked in separate spreadsheets. Surveillance runs against stale data because the coding system and documentation system aren’t synchronized.

The Infrastructure Decision

Plans building always-on RADV readiness need a unified Risk Adjustment Platform that handles coding, evidence preservation, cross-encounter indexing, concurrent audit tracking, and post-submission surveillance in a single environment.

That’s not a feature list. It’s an architectural requirement driven by the fact that CMS now audits every contract every year. The plans that build this infrastructure treat RADV as a continuous function their technology supports by design. The plans that don’t treat each audit as a separate emergency, with results that reflect the difference.

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