Choose a First AI Pilot for a Small Business

Score each task on frequency, clarity of output, ease of human review, and harm from error. Start with a reversible, draft-only use case.

Published September 22, 2026 · Dr. Connor Robertson

What to provide

A list of recurring tasks, current time spent, error rates, data sensitivity, and process owners.

Starting prompt

Rank these tasks for a four-week AI pilot. Show the evidence for time savings, review burden, sensitivity, and risk. Flag missing baselines and recommend a smallest useful test.

Trial case

Compare a high-volume task with poor source data against a smaller task with clean examples and an available reviewer. The pilot choice should account for review capacity, not volume alone.

Review gate

The owner approves one task, a reviewer, budget, and stop conditions before starting.

How to score the result

Net minutes saved after review and the error rate against the old process.

Use the current approved source and keep it available to the reviewer. Check a small set of finished outputs against the previous process before adopting this workflow.

Related workflows

Explore AI Governance and ROI for Small Business or the AI business strategy guide.