Graded Against the Three Competitors That Actually Matter
We grade a brand against three named competitors on AI-search presence, content depth, SEO maturity and brand clarity — and choosing the three is half the work.
4 min read
The step
We grade a brand against up to three competitors on four things:
AI-search presence — do the engines name them, and where
Content depth — is there enough substance to cite
SEO maturity — the conventional foundations, which still matter
Brand clarity — can a model describe them in one sentence without hedging
Output is a leaderboard. A numbered list with the client's own row on it, usually lower than anyone expected.
The competitor nobody named
A major sports data company ran this. The result that stopped the room was not their own score — it was a small subscription site sitting near the top of the board that nobody internally had ever mentioned.
It holds position two for the category's head term. Not because it is bigger, better funded or better known. Because it publishes its own comparison content, names itself in it, and that is exactly the kind of source the engines read and repeat.
Nobody on that team would have put it on a competitor list. The engines had it at number two.
The part that is not automated
We choose the three competitors. That is deliberate and it is the most consequential decision in the whole exercise.
A brand's own competitor list is almost always wrong — it is written from memory, it includes the company they resent, and it leaves out the one quietly winning every buying query. Picking the right three requires knowing which queries precede a purchase in that category and who currently owns them.
No dashboard makes that call. A strategist does.
Why the gap beats the score
A score on its own invites the wrong reaction — is 46 good? Against three named brands your buyers are actively choosing between, the question changes to something useful: why are they ahead of us on content depth, and what closes it?
That is a work plan rather than a number.
Powers
The Signal Engine — getting cited by the sources the engines trust, in the positions competitors hold today.
Your free AI Perception Report includes who AI recommends instead of you.
