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The problem

Your claim extraction prompt returns this:
The JSON is valid. The values are not. 12345 is not a valid NPI, and 1990-13-01 is not a real date. Those errors usually show up later, after a payer or downstream system rejects the claim. Boundary does not replace clinical, billing, or compliance review. It gives you a deterministic gate for the data checks you can express in code.

The contract

Regex rules are useful here because many healthcare identifiers look plausible even when they are malformed. A schema can say “string”; rules can say “10 digits”, “valid ISO date”, or “primary code appears in the line items.”

Run the model

Accept or reject

Only accepted claim data enters the submission workflow. Rejected data keeps the rule failures and raw attempts for review.

When to use this pattern

  • Medical claims extraction and validation
  • Insurance document parsing
  • Provider credentialing extraction
  • Patient record structured data extraction
  • Lab report parsing with code validation
  • Any healthcare pipeline with regulated identifier formats