Major national health plan roots out claim leakage causes and costs with Firstsource

Introduction

A major national health plan was experiencing costly inefficiencies due to mismatches between the provider data system and their claims processing engine. These errors were affecting as many as 1 million claims annually, delays, penalties and manual intervention.  were affected. Firstsource, as a long-time operations partner was asked to step in to ensure accurate data matching, reduce errors and improve first-time match rate.

Challenges

The client faced serious operational and financial risks due to mismatches between provider data and claims systems, leading to errors, delays, and revenue leakage:

• High claim fallout: Nearly 1 million claims annually were dropping out of the process due to mismatched provider data.
• Costly manual intervention: Frequent errors required manual rework before adjudication, slowing down operations.
• Penalty exposure: Delays increased the risk of interest costs and regulatory penalties.
• Revenue leakage: Errors directly contributed to lost revenue opportunities and higher cost-to-collect.
• Reputational risk: Ongoing inefficiencies threatened provider trust and overall plan performance.

How We Made It Happen

To address the client’s data mismatches and improve auto-adjudication, Firstsource combined process expertise with proactive validation and system synchronization measures:

• Process-wide analysis: Drew on Firstsource’s manual fallout teams, operations experts, and client IT to map the entire provider data—claims matching process.
• Fixing logic failures: Identified disconnection points and specific logic gaps in commercial claims matching; implemented enhanced process controls and standardized workflows.
• Proactive data validation: Introduced weekly provider demographic spreadsheets for validation, correcting root issues and synchronizing data across all systems.
• Triggering accurate routing: Re-entered provider IDs and address sequence numbers to retrigger system logic, ensuring claims adjudicated automatically instead of falling out.
• Comprehensive synchronization: Updated address, location codes, segments, and payment information across relevant systems to maintain alignment and ensure reprocessing success.