Where Should an SME Actually Start With AI?

Founders often ask this expecting an answer like “customer support” or “a chatbot.” The more useful answer is a method, not a use case.

Start with the internal workflows that are high in volume and low in judgment — reporting, document drafting, repetitive research, status summarising. These are the tasks where AI assistance is lowest-risk and fastest to prove out, because a mistake is cheap to catch and correct.

Resist the pull toward a customer-facing AI feature as the first move. It’s higher-stakes, harder to validate, and rarely the place where the business is actually losing the most time today. Prove the internal case first, build the muscle for evaluating what’s working, then decide whether a customer-facing use case is actually warranted.