echopay - EOB Processing Automation

echopay- A solution that eliminates the manual tasks and errors associated with the EoB processing

EXECUTIVE SUMMARY

With millions of healthcare payment transactions to be reconciled with the respective charges on their system, our client, one of the largest cloud-based revenue cycle and EMR software providers, required a scalable solution.

High-volume Explanation of Benefits (EOB) document processing is complex due to multiple payer-specific file formats, varying numbers of line items, and the complexity of payer and provider business rules. The client wanted a solution that eliminates the manual tasks and errors associated with the EoB processing.

The Challenges

While Access Healthcare was already processing these transactions with over 98% accuracy, the challenges were:

  • Over 3,000 payers and payer-specific EoB formats

  • Challenges with image quality such as greyscale, blurred, etc. and 100s of non-standard forms /patterns

  • Over 900 business rules to be used to classify, enrich, apply reconciliation logic, and post the captured data as per payer/provider guidelines

The Solution

  • Automated sorting and batching of EoBs, application of multiple OCR engines, and comparison of captured data to ensure higher posting accuracy

  • Pre-configured business rules for thousands of payers using machine learning tools to improve payer format recognition

  • Applied machine learning to the onboarding of new payers with limited configuration efforts

  • Rules-based identification of exceptions to allow manual intervention for processing exceptions

The Results

  • Improved productivity from 650 line items to over 1,000 line items per day

  • Reduced costs of EoB processing by 50%

  • Improved quality from 99.5% from automated queues and Improved 98% as against the expected service level of 96%

  • Over 81 FTEs saved

Experience 2.5x productivity improvement with the industry's most robust payments automation platform, echopay. Access Healthcare currently processes over 100 M manual payment transactions through this engine, with about 85% of transactions not requiring human intervention. echopay utilizes multiple OCR engines for character perfection, machine-learning-powered forms recognition, and artificial intelligence to reconcile payments at a high processing accuracy rate to deliver a near straight-through processing experience.


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