I spend most of my time talking to owners, founders, and senior executives who are tired of hearing about AI in the abstract. They've read the headlines. They've maybe played with ChatGPT once or twice. What they haven't gotten is a straight answer to the only question that actually matters: does this do anything for my business, specifically, right now?
So here's my attempt at that straight answer, without the words that make this stuff sound bigger than it is.
What AI actually is, for a business your size
Forget "transformative" and "revolutionary." The useful version of AI for a 50-500 person, owner-led business is much smaller than that: software that can read, summarize, compare, and draft things a person currently has to do by hand. That's most of it. The exciting part isn't the technology — it's that the cost of doing that kind of work has dropped enough that it's now worth automating tasks that used to be too small to bother with.
The three shapes it actually takes
In practice, almost every real AI project I've built or scoped falls into one of three buckets:
- Finding waste that's already in your data. You're probably already generating reports in Shopify, QuickBooks, Toast, or wherever — and nobody has time to actually read them. AI is good at reading a lot of something quickly and telling you what's off.
- Replacing a specific manual process. The Monday-morning reconciliation. The report someone builds by hand every week. The lead list someone copies between two systems. If you can describe the steps, it's usually automatable.
- An agent that does an ongoing job. Not a one-time script — something that runs continuously, gets smarter as it goes, and behaves more like a quiet employee than a piece of software.
What it costs, roughly
A structured audit — figuring out where the leverage actually is before building anything — typically runs a few thousand dollars and a couple of weeks. A real custom build, once you know what you're building, is usually somewhere between a few thousand and the low tens of thousands, plus a modest monthly amount to keep it running and maintained as things change around it. If a number you're hearing sounds much bigger than that for a business your size, it's probably priced for a Fortune 500 company, not you.
The honest caveat
AI is not magic, and it's not free of mistakes. Anything AI produces that involves a real fact — a name, an address, a number — deserves a second look before it goes out the door, the same way you'd glance at a coworker's draft. That's not a reason to avoid using it. It's just the actual, unglamorous truth about working with it well.
If you've got a specific process eating hours every week, that's usually the fastest place to find real leverage. I run a focused audit — about two weeks, a fixed fee — that tells you exactly where AI would help and what it would cost. No pitch buried inside it.