Where SMBs Should Start with AI Strategy

A practical framework for deciding where AI can drive real value first.

For most growing businesses, the Al question has become unavoidable. Leadership teams are fielding requests from boards, customers, and internal champions to ‘do something with Al.” Vendors are pitching solutions in every direction. And yet most companies still do not have a clear answer to the most fundamental question: where should we actually start?

Why the starting point matters more than the technology

The companies that are building durable Al advantage are not necessarily the ones that moved fastest. They are the ones that moved most deliberately identifying specific business problems where Al could create meaningful value, and committing to those before expanding.
The most common mistake is the reverse: adopting tools broadly and hoping value emerges. It rarely does. What emerges instead is a portfolio of disconnected experiments, an organization that is skeptical about Al, and a leadership team that is not sure what to do next.

A practical framework for the starting point decision

The right starting question is not “what can Al do?” It is “what does our business need to do better – and where could Al credibly help with that?” This reframe changes the entire decision-making process.
From there, a useful framework evaluates potential Al initiatives across three dimensions: business impact potential, operational feasibility, and strategic alignment. The initiatives that score well on all three are where to start. The rest can wait.

What this means for leadership teams

The most important role leadership plays in an Al strategy is not approving tools or technology budgets. It is defining the business problems that matter most. That clarity is what allows a focused, high-impact Al initiative to succeed and what prevents the sprawl that undermines so many programs before they deliver value.
If your organization is feeling pressure to act on Al but is not sure where to start, the answer is almost always to slow down before you speed up. Define the problem. Evaluate the options. Prioritize what matters most. Then move with confidence.