Practical AI implementation for UK SMEs

Start with repeated work and measurable friction—not with a list of impressive tools.

By Nick Boldorea · Reviewed 24 August 2026

The useful starting point for AI is repeated work: information that is copied, classified, compared, summarised or moved between systems.

Choose one workflow, record its current time, cost and error rate, then test a controlled improvement. Keep a person responsible for the result and protect confidential information throughout the process.

A successful pilot should leave behind a measurable improvement and a process the team understands—not another disconnected subscription.