Most AI consulting for small business is enterprise consulting with a smaller invoice — the same maturity assessment, the same roadmap, sold to a company that needed neither.
A small company does not have an AI strategy problem. It has a specific job that eats hours every week, done by hand, usually by the owner or the one person who cannot be sick.
A lot of what a small business needs from AI already exists inside software it pays for.
Your accounting tool, your CRM, your inbox and your document suite have all shipped AI features that overlap with much of what gets pitched as custom work.
When something is worth building, it is built to your budget: you name the ceiling, and the scope fits inside it.
The worst workflow is built first and taken all the way to production. The handoff assumes no engineer on staff: when we leave, you run it.
Each job after the first gives back fewer hours for roughly the same build cost, so at some point the next build stops paying for itself. Past that point, the roadmap is a vendor's growth plan, not yours.