An automation proposal should begin with one recurring task and an owner who can explain how it works today. A tool list is useful later; first establish where the workflow starts, what information it needs and what a correct result looks like.
Start with a bounded workflow
For example, an enquiry assistant might classify incoming messages and draft a reply. Keep sending under human control during the pilot. List the permitted inputs, destinations and actions. Exclude payments, account changes and irreversible decisions unless they receive separate controls.
Build a representative test set
Include routine inputs, missing fields, ambiguous requests, provider failures and attempts to override instructions. Agree how incorrect output is recorded and who approves it. Compare the pilot with the current process using the same examples. Measure time and error rates instead of assuming savings.
Make costs and ownership visible
Document model and API usage, credentials, retention, monitoring and the fallback when a provider is unavailable. Prefer accounts controlled by the business. Confirm which implementation files, configuration and operating instructions are included in handover.
Decide before expanding
A pilot can be revised or stopped if it does not meet its agreed acceptance criteria. Expansion needs a new scope: additional destinations and autonomous actions introduce different risks. Review the automation offer and its evidence, then send a workflow brief.
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