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Document AI Extracts Data from Explanation of Benefits Forms

A medical billing company · Miami, FL · Engagement: 8 weeks

Document AI Extracts Data from Explanation of Benefits FormsHealthcare & Medical Billing (RCM)
-70%manual data entry
97%field accuracy after review
2xdocuments processed per day

The Client

A medical billing company, based in Miami, FL, operating in the healthcare & medical billing (rcm) sector.

The Challenge

Staff manually keyed data from EOB documents.

Our Solution

  • LLM-based document extraction with validation rules
  • Human review queue for low-confidence fields
  • Secure processing pipeline
  • Billing system integration

The Results

  • -70% manual data entry
  • 97% field accuracy after review
  • 2x documents processed per day

Services Used

LLM & Generative AI Integration · AI Automation

Client identity withheld. This anonymized case study is an illustrative example of our approach; figures are examples and results vary by business, market and budget.