Choosing your first AI workflow: a practical pilot brief
Define a useful task, test Arabic and English cases, and measure review effort before expanding automation.
Choose an output a person can evaluate
Begin with a repeated task, available inputs and a reviewer who can judge the output. Drafting a reply from an approved policy is a more testable first scope than ‘automate customer service’. Resolve unclear source ownership or decision authority before choosing a model.
The pilot brief
Write down the task, owner, permitted knowledge and allowed actions. Include ordinary cases, refusals and corrections in the test set. Compare current effort with the new process including human review and recovery, and set a spending ceiling and stop condition. A pilot should make a decision possible; it should not presuppose that automation saves money.
An example for an Egypt–Saudi support team
For an illustrative customer-service assistant, test formal Arabic alongside Egyptian and Saudi conversational phrasing without assuming every customer uses one dialect. Include English product names, reference numbers and missing details. Ask about an old policy and a restricted document. A passing answer uses the right authorized source or hands the question to a person when evidence is missing.
Expand only when operation is clear
Assign ownership, establish a usage limit and provide a route for reporting errors. Preserve the ordinary process as a fallback. Sometimes the best next step is improving source material or permissions rather than adding another AI feature. A useful first project teaches the organization what it can operate reliably.