The outcome

Publish a reviewable workflow that uses LLM judgment only where needed and keeps business rules deterministic.

Step by step

A workflow you can repeat.

  1. 01

    Define the user, input schema, data classification, desired output, model budget, deterministic rules, approval points, and failure states.

  2. 02

    Create a blank Workflow with validated User Input fields and clearly named variables, then add IF/ELSE branches for rule-based decisions.

  3. 03

    Add the minimum LLM and tool nodes with constrained prompts, structured outputs, least-privilege credentials, timeouts, and safe error routes.

  4. 04

    Use templates for fixed formatting and test individual nodes plus full runs with normal, malformed, adversarial, provider-failure, and cost cases.

  5. 05

    Publish a version only after review, run a live smoke test, monitor node logs and token use, and retain an export and rollback procedure.

Working standard

What good use looks like.

  • Keep deterministic rules outside LLM nodes.
  • Use typed variables and structured outputs.
  • Test every failure branch.

Official references

Check the current product documentation.