Choose a bounded workflow
Look for a frequent task with a clear input, output and owner: routing enquiries, extracting information for review or preparing a draft response. Avoid starting with a vague ambition to automate the whole business. A small well-defined pilot is easier to evaluate and maintain.
Measure the current process
Record handling time, volume, exception types and the cost of mistakes. Ask the people doing the work where judgment is required. This baseline allows you to assess whether automation improves the process rather than simply moving the effort to checking and correcting outputs.
Decide whether AI is necessary
Use deterministic rules where the decision is predictable. AI may help interpret unstructured text or produce a draft, but it introduces different failure modes. Keep financial commitments, account changes and other consequential actions behind suitable authorization and review.
Evaluate realistic examples
Create a representative test set including unclear, incomplete and unusual inputs. Test escalation and recovery, not just the happy path. Make it obvious when the system is uncertain and provide a route for a person to take over without losing context.
Budget for operation
Include model usage, automation-platform subscriptions, monitoring and maintenance in the cost estimate. Decide who can change prompts or workflows and how changes will be tested. An automation is an operating system component, not a one-time demo that can be forgotten.
Sources & further reading
This guide provides general planning information. Provider terms and authority requirements can change. Confirm current requirements with the relevant organization; obtain qualified advice where needed.