Scenario: Data extraction pipeline — CCA-F Exam Prep

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L3.210
TWO APPROACHES

10,000 documents arrive every day. PDFs. Emails. Scanned forms. Handwritten notes.

An insurance company processes claims. Each claim is a stack: a PDF from the patient, an email from the doctor, a scanned receipt, sometimes a handwritten note. All of this needs to become structured data in their system.

Today, 45 people do this manually. Average processing time: 12 minutes per claim. Error rate: 4%. The company wants to automate 80% with AI, keeping humans for the complex 20%.