What's the difference between a branded and an unprompted AI-search question?

A branded question already names your brand in the question itself — "is [your company] legit?" or "[your company] vs competitors." An unprompted question doesn't mention you at all — "best [category] for [use case]," "alternatives to [competitor]." The distinction matters because they test two completely different things, and conflating them is one of the most common ways an AI-visibility check misleads you.

Why the distinction matters

Ask ChatGPT "what is [your company]?" and, if it knows anything about you, your name will obviously appear in the answer — you put it there. That tells you almost nothing about whether AI actually recommends you; it only tests whether the model can recall and describe something you explicitly asked about. It's the AI equivalent of checking whether Google indexes your homepage: reassuring, but not the real question.

An unprompted question is the honest test. When a buyer asks "best [category] for [use case]" without naming any brand, the model has to independently decide who to shortlist from everything it associates with that category. Whether you appear in that answer — with zero prompting — is the actual measure of AI visibility.

Why both still have a place

Branded questions aren't useless. What an engine says when directly asked about you — stale pricing, a product you sunset, a wrong description — is a real, separate problem worth catching, even though it doesn't belong in a genuine visibility score. A rigorous scan keeps the two completely separate: branded answers shown on their own, unprompted answers driving the actual visibility measurement and competitor comparison.

The common mistake

The single most common way people fool themselves is asking an AI assistant "what do you know about [my company]" and treating a confident answer as proof of AI visibility. It proves recall, not recommendation. To know whether AI actually recommends you, you have to ask it the way a real buyer would — without your name anywhere in the question — and see who it names instead.