Start with a task you can describe
A useful automation candidate is a task that happens regularly and follows an understandable pattern. Preparing a task from an incoming request, moving an approved record or notifying a team can be a better starting point than trying to automate an entire department.
Write down the trigger, the information required and the expected next action. If different people describe the process differently, resolve that uncertainty before selecting a tool. Automating an unclear process can make the confusion harder to see.
Check the inputs and permissions
List the tools involved and how they expose information. An integration may depend on an API, a supported connector or access that has not yet been granted. Check those assumptions early.
Decide which data is necessary for the task. Avoid moving whole records when a few fields will do, and identify any sensitive information that needs separate handling. Record who owns each system and who can approve access.
Design the exception path first
Ask what should happen when a required field is missing, a request is duplicated or another tool is unavailable. A visible queue for review is often more useful than repeatedly trying an action that cannot succeed.
Retries need boundaries. Some actions can be retried safely; others could create duplicate records or notifications. Include a way to recognise work already completed and a person who can investigate unresolved cases.
Use AI only for a defined reason
A workflow with clear rules may not need AI. Standard validation and routing can be easier to explain and test. Consider AI when the task involves less structured material, such as preparing a draft summary for review.
Where AI is used, define what a person must check and what the system must not decide on its own. Test representative examples and unsuitable inputs, not only the cases that produce a neat demonstration.
Agree how you will review it
Before launching, describe the current process and decide what evidence would indicate an improvement. Useful measures might include the number of exceptions, the amount of rework or whether requests reach the right team. Do not assume the benefit is established before the workflow is used.
Start with a limited scope, review what happens and adjust the rules. A reliable small workflow gives you a better basis for further automation than a large collection of untested connections.