Revenue Integrity

Sources and review notes

These links support definition-level research and do not establish the regulatory status, safety, or suitability of any product.

CMS's Documentation Matters Toolkit states that providers are responsible for complete, accurate, timely encounter documentation and links accurate documentation to compliance and fraud, waste, and abuse controls. CMS's National Correct Coding Initiative publishes program-specific coding policies and regularly updated edits intended to reduce improper coding and payment. HHS-OIG's General Compliance Program Guidance describes voluntary, nonbinding compliance-program infrastructure, risk assessment, auditing, investigation, correction, and monitoring. These sources establish documentation, coding, and compliance baselines but do not define 'revenue integrity' as one standardized workflow, validate an AI product, authorize unsupported charges or codes, or guarantee revenue recovery, denial reduction, audit results, or compliance. Organizations must trace every finding to source documentation, current code-set and edit versions, payer policy and contract, charge master and fee schedule, claim and remittance history, qualified coding and billing review, sample-based accuracy and false-positive testing, conflict and override controls, correction and refund processes, investigation and disclosure duties, and durable audit evidence before operational use.

• Source 1: www.cms.gov/medicare/medicaid-coordination/states/dcoumentation-matters-toolkit
• Source 2: www.cms.gov/national-correct-coding-initiative-ncci
• Source 3: oig.hhs.gov/compliance/general-compliance-program-guidance/