Strategy · October 19, 2026

The Commoditization Test: Is Your Firm Ready for an AI Product?

Customer-facing AI products work best for niche service businesses, not commoditized ones. A self-test, and what to do first if your firm looks like the rest.

Not every service business is ready to build a customer-facing AI product. That is not a comment on size, budget or how tech-savvy the team is. It is about something more basic: whether your business is different enough from its competitors to have something worth building on.

We say this on first calls, and we would rather say it here too. The service businesses most ready for a customer-facing AI product right now are the ones in niche, non-commoditized markets. If your firm is close to identical to every other firm in your industry, a product is probably not your next step yet. Finding your niche is.

What commoditized looks like

A commoditized service is one where clients see the providers as interchangeable. They compare on price, location and availability, because they cannot see much else that separates one from the next.

Many large service categories look like this from the outside. Most general accounting firms offer very similar services in very similar ways. Most general-practice law firms do too. The same goes for HR consultancies and social media marketing agencies. Each individual firm may be excellent, and its people may feel strongly that it is different. To the client shopping for one, they mostly look the same.

That matters for AI products, because the best AI products are built on what makes a business unique: its specific expertise, its knowledge of a specific type of client, its process, its data. If none of those are distinct, there is nothing for the product to amplify. You end up building a tool any competitor could build, which means it will not hold your position for long.

Why niche businesses have the advantage

Take a firm that does accounting only for independent veterinary clinics. It knows how those clinics bill, which costs creep up, how seasonal their revenue is and what questions vet owners ask at year end. That knowledge is specific and hard to copy.

A product built on it, such as a tool that shows a clinic owner how their margins compare to similar clinics and flags problems before they become expensive, is something a general accounting firm cannot easily match. They would need the same depth of knowledge in the same niche first.

The same logic applies everywhere. An HR consultancy that only serves restaurant groups. A logistics firm that specializes in temperature-controlled pharmaceutical freight. A law practice focused entirely on one kind of property dispute. Each owns a body of knowledge and a type of client that a product can turn into something clients use directly.

Niche businesses also have an easier time with distribution. When you serve one type of client, you know where they gather, what they read, which software they already use and who they trust. A product for them has an obvious path to market. We cover that in same customer, same job, different link in the chain.

The self-assessment

Answer these honestly. The more you answer "yes," the more ready you are.

1. Can you describe your ideal client in one sentence that a competitor could not also use? "Small and medium businesses" does not count. "Family-owned construction firms between twenty and two hundred employees" does.
2. Do clients choose you for something other than price or convenience? If you asked your last ten clients why they picked you, would most give a specific reason?
3. Do you know things about your clients' industry that general providers do not? Patterns, benchmarks, common mistakes, regulations that only matter to them.
4. Do you have a process or method you would describe as yours? Something you have refined over years, not the standard way everyone in the industry works.
5. Do you hold data or experience that would be valuable if clients could access it directly? Even if you have never thought of it as an asset.
6. Would a competitor struggle to copy what you do in under a year?
7. When clients leave, is it usually for a specialist rather than a cheaper generalist? If they leave for cheaper, you are being compared on price.

Reading your score

Mostly yes. You are in the strongest position to build a customer-facing AI product. You have something specific to build on. The next step is finding the right idea, and your frontline team probably already knows it.

Mixed. You have some differentiation but it may not be sharp enough yet. Look at where your "yes" answers cluster. That is likely where your niche is, and where a product should start.

Mostly no. A customer-facing AI product is probably not the right move yet. That is not bad news. It is useful to know before spending money on the wrong thing.

What to do if you are commoditized

If your firm looks like every other firm in its category, there are three practical steps before a product makes sense.

1. Automate the back office anyway

Internal automation will not win you market share, because everyone has access to the same tools. It will keep you from falling behind and free up time. It is cheap, it works, and skipping it would be negligent. Just do not expect it to set you apart. We explain why in everyone uses AI, almost nobody profits from it.

2. Look for the niche you already have

Many commoditized firms are more specialized than they realize. Go through your client list. Is there an industry, a size of company or a type of problem that keeps showing up? Are there clients you serve unusually well, or who refer others like them?

Take a general marketing agency that discovers a third of its best clients are dental practices. That is a starting point. It already knows things about marketing dental practices that a general agency does not. It can lean into that.

3. Commit to it

A niche only works if you are willing to be known for it. That can feel risky, because it seems to narrow your market. In practice, specialists usually win more of the clients they want, at better prices, because they stop competing with everyone.

Once the niche is real, the product follows naturally. You will know your clients well enough to see what they need that nobody offers.

A note on general firms with a sharp edge

Being in a crowded category does not automatically rule you out. A general accounting firm can have one specific capability, a vertical it dominates or a method nobody else uses. If that edge is real, build on it. The question is not your category. It is whether there is something specific underneath it.

Where we fit

We work best with service businesses that have a market position worth growing and something specific to build on. If you passed the test, we can help find the product, then build a working prototype you can click through before any money changes hands. After that there is one fixed build fee, and we stay on as product lead, paid on what the product earns.

If you are not sure where you land, book a call. We would rather tell you on the first call that it is not time yet than three months into a build.