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Invoking AI transformers

You can call AI transformations on emails, attachments, SMS or any content directly from code and tests.

Invocation options

Choose the input type that matches your workflow:

  • Email-centric workflows: invoke on received email content from your inboxes.
  • Attachment-centric workflows: invoke on uploaded files or email attachments.
  • SMS-centric workflows: invoke on inbound SMS where structured extraction is needed.
  • Generic text workflows: invoke on arbitrary content when you already have the payload in your application.
  1. Define your schema and extraction intent in AI transformers.
  2. Validate output fields in output schemas before production use.
  3. Invoke the transformation from your test or application flow.
  4. Route results to dashboard review, API retrieval, or webhooks.
  5. Iterate on prompt/schema design using real examples from failed or partial extractions.

Practical guidance

  • Start with a narrow schema (fewer required fields) and expand once extraction is stable.
  • Prefer deterministic field names and explicit formats for dates, currency, and identifiers.
  • Keep transformer definitions close to the business process that consumes the results.

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