How to choose your first AI project as an SME (without wasting money)

SME · How-to

Most SME owners we talk to are stuck in the same place: they know AI matters, they hear about it constantly, but every vendor pitch feels too big, too expensive, or too vague. The path forward is simpler than it looks — if you start with the right kind of project.

The mistake to avoid

The most common first-project mistake isn’t picking a bad idea. It’s picking an idea that’s too ambitious for your starting position.

You’re not trying to transform the business. You’re trying to prove AI works in your environment — and it helps to be clear on the difference between simple automation versus AI before you scope it. Build confidence, build internal skill, and build a foundation for the bigger projects later. For a real-world sequence — one shop’s actual layer-by-layer rollout — see how to build an AI-assisted shop.

The framework: TIME

Use four filters to evaluate any candidate project — Time-consuming, Important, Manual, Existing data.

Five projects that almost always score well for SMEs

A retail-specific example that touches several of these at once, in sequence, is the AI-assisted shop ecosystem — worth a look if you run a physical shop rather than a purely online business.

A realistic budget

For most SMEs, a first AI project sits in one of three tiers. Start in the cheapest tier that solves the problem.