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Payment Integrity
Revenue Cycle Management Payment Integrity

Payment Integrity Software for Cleaner Claims and Recovered Revenue

A payment integrity platform for pre- and post-pay review, anomaly detection, and recovery tracking.

Overview

Built for the Operational Reality of Payment Review

Payment integrity work is slowed down by fragmented claim data, manual review processes, and weak recovery tracking. Teams lose context moving between detection tools, spreadsheets, and dispute workflows.

This platform brings claim review, anomaly detection, and recovery management into one structured system so analysts, finance teams, and compliance leaders can work with full visibility from identification through resolution.

Pre

and Post-Pay Controls

Run structured review at both payment stages within a single integrated workflow.

100%

Recovery Visibility

Track every identified overpayment from detection through resolution with documented decisions.

Faster

Analyst Throughput

Route flagged claims into prioritized queues so reviewers focus on the highest-risk items first.

Audit

Ready Reporting

Support finance and compliance with clean reporting, dispute history, and resolution documentation.

Core Capabilities

What the Payment Integrity Platform Needs to Do Well

Pre- and Post-Pay Review Workflows

Run structured review queues for both pre-payment validation and post-payment audit so your team can catch errors at the right point in the payment cycle with the right level of scrutiny.

Claim Anomaly Detection

Identify billing patterns, duplicate claims, unbundling, upcoding, and statistical outliers across your claim population so reviewers can focus on the highest-risk items first.

Recovery Tracking and Reporting

Track identified overpayments through the recovery lifecycle with documentation, dispute status, resolution history, and reporting to support financial accountability and audit readiness.

Product Screens

Replace These Placeholder Panels with Real Product Screenshots

Visual placeholders are included where product UI will matter most. Swap these out with review queue, anomaly detection, recovery tracking, or reporting screenshots from the actual application.

Screenshot Placeholder 01

Payment Integrity Dashboard

Suggested image: a dashboard showing flagged claim volume, review queue status, recovery totals, and anomaly category breakdown.

Recommended size: wide desktop screenshot with financial KPIs, queue counts, and review status breakdown.

Screenshot Placeholder 02

Claim Review and Anomaly Detail

Suggested image: a claim detail screen with anomaly flags, supporting evidence, analyst notes, and decision controls for denial or recovery.

Recommended size: focused review screen with claim data, flags, documentation, and action controls.

Screenshot Placeholder 03

Anomaly Detection Queue

Suggested image: prioritized review queue with anomaly type, risk score, claim value, and analyst assignment.

Screenshot Placeholder 04

Recovery Tracking and Reporting

Suggested image: recovery pipeline with overpayment status, dispute history, resolution outcomes, and total recovered amounts.

Workflow

A Better Payment Integrity Workflow from Detection to Recovery

The platform is designed around the full payment review cycle, not just detection. That is what allows teams to move from flagged claims to recovered revenue with clear accountability and less manual coordination.

01

Ingest and analyze claims

Claims data is ingested, normalized, and run through detection logic to flag anomalies, duplicates, and outliers before reviewers engage.

02

Review and validate findings

Flagged claims are routed to structured review queues where analysts can validate findings, attach supporting documentation, and make recovery or denial decisions.

03

Track recovery and report outcomes

Confirmed overpayments move through a recovery workflow with status tracking, dispute management, and resolution reporting for finance and compliance teams.

Expected Outcomes

What Teams Gain from a Payment Integrity Platform

Reduce payment leakage from overpayments, duplicates, and billing errors

Improve reviewer efficiency with structured queues and prioritized anomaly flags

Give finance and compliance teams real-time recovery tracking and audit trails

Support pre-pay and post-pay controls within a single integrated workflow

Plan Your Payment Integrity Platform

Need a payment integrity product tailored to your review operations?

We can help define the product strategy, detection logic, recovery workflows, and roadmap for a payment integrity platform built around your organization's needs.

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Vervelo is a digital-health software partner blending deep clinical insight with world-class engineering to build tailored, secure, interoperable healthcare platforms.

Benefits of custom software solutions
  • Software delivered ownership benefit

    You fully own IT consulting and software delivered

  • Highly personalized solution benefit

    You get a highly personalized solution

  • Integration capability benefit

    Customize and integrate seamlessly

  • Scalability benefit

    On-demand scalability is always possible