Automation connects a trigger to a verifiable action. Define inputs, permissions and what happens when a tool fails. An agent needs a limited objective and a review point for actions with external effects. Test duplicates and errors using fictional data before running workflows with customers.

What you will solve

From a form to a CRM without duplicates

Practical workflow

  1. Prepare a real project example and a working copy. Specify the audience, format, limits and person responsible for reviewing the result.
  2. Define form validation, request identifiers and CRM fields. Prepare a workflow recording the contact and an internal task, separating storage from email sending.
  3. Review the draft against the original material. Correct it and save an identifiable version before sharing.

AI working prompt

Work with this material: [example]. Task: [task defined in the workflow]. Separate suggestions from verified facts. Flag missing information and return an editable draft, explaining the changes.

How to check the result

Submit the same test request twice. It should create one record; connection errors must remain visible so the request can be retried. Record preparation time and necessary corrections. Compare with the previous process before rolling it out to the whole team.