AI Adoption for SMEs

Choosing Your First AI Pilot Project

2 July 2026 · SME, AI pilot, AI adoption

This follows on from How SMEs Can Adopt AI Without an Enterprise Budget. If you’ve decided you’re ready to try one pilot, here’s how I’d help you choose it.

Three filters, in order

Frequency. A process that happens weekly or more is worth automating sooner than one that happens twice a year. The return compounds faster, and you get feedback on whether the automation is actually working within weeks, not months.

Rules. Look for a process with clear, describable rules, even if it currently lives in someone’s head. “If the invoice matches the purchase order within five percent, approve it” is a rule. “Use your judgment” is not a good first pilot.

Pain when it fails. A process that causes real, visible pain when it breaks, a missed payment, a late shipment, an angry client, is a better pilot than one nobody would notice going wrong. The pain is what makes the improvement obvious to everyone, not just to finance.

What to avoid for a first pilot

Avoid your single most business-critical process. If your entire business depends on one workflow, that’s not the place to learn what works and what doesn’t. Prove the approach somewhere smaller first, then apply what you learned to the process that actually matters most.

Also avoid picking a process just because a vendor has a ready-made tool for it. The tool should follow the diagnosis, not the other way around.

A common mistake I see

The most common SME automation mistake isn’t picking the wrong process. It’s skipping the diagnosis entirely and buying a platform because a competitor has one. That usually means paying for capability you don’t need yet, while the process that’s actually costing you money stays untouched.

If you want a second opinion on whether the process you’re considering is the right first pilot, book a free AI Readiness Audit and I’ll tell you plainly.

Start here

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