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The problem

Your email parser returns this:
The JSON is valid. The values are not. An urgent support email should not be low priority, routed to sales, or summarized so briefly that the receiving team has no context.

The contract

Run the model

Accept or reject

Rejected parses can be reviewed, retried with more source context, or dropped according to your support workflow. They should not create tickets with guessed routing.

When to use this pattern

  • Inbound email triage and routing
  • Customer support ticket classification
  • Email-to-CRM extraction
  • Invoice or contract emails with structured attachments
  • Digest generation where routing or priority matters