An AI Compared Two Tax Firms. It Picked the Narrow One.

An AI didn't get coached to prefer the narrow specialist. It just couldn't say anything confident about the broad one.

Dave Spray runs Export Advisors out of Houston. Fifteen years ago he picked one corner of the tax code, the IC-DISC, an export tax credit most CPAs have never heard of, and built his entire practice around it. Nothing else. Just that.

At conferences people don't introduce him by name first. They call him the IC-DISC guy. Near 100% name recognition inside his niche, built off a short book he wrote years ago, Is the IC-DISC Right For You?, and a podcast that says the same thing in a different format.

Recently, someone ran Dave's firm through an AI comparison against a larger international tax practice, the kind that lists a dozen services on its homepage. The AI didn't hedge.

Specialization: ICDisc almost exclusively. Best For: Exporters Wanting a Dedicated IC Disc Partner.

Excellent niche reputation. Low drama. That's the summary it gave back. The broader firm, the one that does everything, got something vaguer. Less confident. Harder to act on.

Nobody trained it to prefer specialists

Nobody coached that model to reward narrow positioning. It just found the narrow answer easier to trust and easier to repeat. AI doing the shortlisting for your prospect isn't grading on relationships or reputation the way a referral partner would. It's grading on whether it can summarize you in one sentence and feel confident saying it out loud.

"We do everything" gives it nothing to hold onto. Three sentences of hedging isn't a summary, it's a shrug. A model that can't summarize you confidently just doesn't recommend you confidently.

The old objection doesn't hold anymore

The old fear about niching down was always the same. "If I only do IC-DISC work, I'll turn away everyone else who calls." Dave heard some version of that from every accountant who never made the jump.

The new argument is sharper than the old one. It's not just that a narrow focus makes you easier to refer. AI is now recommending your competitors by name whenever it can describe them more confidently than it can describe you, and vague positioning is exactly what creates that confidence gap.

The test got simpler

Here's the test now. Could an AI summarize your practice in one clean sentence and feel good repeating it to someone deciding who to call?

If the honest answer takes three sentences and a few qualifiers, that's not a personality thing. That's the gap the broader firm fell into.

Dave's competitors probably know more about tax law overall. Some of them likely know more about IC-DISC specifically. None of that mattered to the AI doing the comparing. It wasn't grading expertise. It was grading legibility, and Dave built his legibility to be so narrow it's un-missable.

Same instinct that always won the referral

This isn't a new mechanism. It's the same one that's always made small, narrowly focused firms beat the big names at getting chosen. A referral partner used to do exactly what that AI just did: repeat the version of you that's easiest to say out loud.

An AI doing that job doesn't need convincing that narrow beats broad. It already behaves that way by default. The professionals who show up clearly get repeated. The professionals who show up as "we handle a wide range of needs" get summarized as exactly that, and nobody repeats a shrug with confidence.

Dave didn't build his positioning for AI. He built it for conference hallways and referral conversations, years before anyone was running comparisons through a chatbot. The AI just confirmed something that was already true, and started acting on it faster than any human ever did.

Put it to work

Can a stranger repeat what you do in one sentence?

Not your full range of services. The one thing that would make someone confidently say "you need to talk to this person" to somebody else.

What would an AI comparison say about your firm right now?

Run it yourself before a prospect does. If the answer takes three sentences of hedging, that's the fix, not the AI.

Where are you still hedging to avoid turning away business?

That hedge is costing you the shortlist spot. It isn't protecting your pipeline.