314e Automates EOB Processing to Solve Healthcare Billing Bottlenecks

Explanation of Benefits documents have long defied standard automation due to their lack of uniformity. Payers frequently bundle multiple claims into single, chaotic fax or scan files, forcing billing staff to manually reconcile records before processing can begin. The new Dexit module addresses this by scanning for claim and account numbers on every page, automatically splitting multi-page batches into organized drafts.

Dr. Srivatsan Sridhar, Head of Data Science at 314e, noted that the system was validated against real-world, multi-payer formats rather than sanitized test sets. The platform offers a template-based approach, allowing users to select specific fields for extraction without requiring custom builds for each payer. Extracted data is presented in a side-by-side view with the original source document, maintaining a human-in-the-loop audit trail for every record to ensure compliance before finalization.