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Choose a bounded task
The OECD report Generative AI and the SME Workforce draws on a 2024 survey of more than 5,000 SMEs in seven OECD countries. It reports both perceived performance benefits and concerns about skills, data and copyright. These are not Gulf adoption figures, and survey responses are not proof that a particular tool will improve a particular company.
For a Middle East business considering an AI pilot, the useful response is to test its own workflow. Choose one task with a recognisable beginning and end, such as drafting an internal summary from approved material. Avoid combining several departments and high-stakes customer decisions into the first experiment.
Define quality before seeing the output
Write a short acceptance test: which facts must be preserved, what must never be invented, who checks the answer and what happens when the tool is uncertain. Use an existing manual result as a baseline. Without a baseline, speed can look impressive while omissions become someone else's work.
The test material should be appropriate for the service and the company's rules. Do not put customer records or confidential contracts into a demonstration simply because realistic data feels persuasive. Clarify permitted information, access and retention before the trial starts. This is proposed operating practice, not a statement of country-specific data law.
Measure the work after the first draft
Count the time spent preparing input, checking facts, fixing errors and obtaining approval. A quick draft that needs extensive repair is a different result from a dependable reduction in total handling time. Record the types of error, not only a single average score.
Test difficult cases deliberately. Include incomplete input, conflicting figures and a request outside the task boundary. Observe whether users recognise when to stop relying on the output. A system that sounds confident when evidence is missing can create a larger review burden than one that clearly declines.
Make a decision, including no
At the end, choose whether to stop, revise the task or run a larger test. Write the reason and the conditions for reconsidering. A pilot that shows the task is unsuitable has supplied useful evidence; it need not be described as a failed transformation.
The OECD findings support taking skills and governance seriously alongside access to technology. They do not remove the need for local testing. The best pilot leaves the company with a clear decision and a record of what happened, rather than an attractive example that no one can reproduce.
Sources and scope
This is an editorial working method, not legal or tax advice. The linked sources supply the context; the suggested checklists are our analysis. International research is not presented as a Middle East survey. Confirm obligations for the specific entity and activity where relevant.
