Being named is half of it. Being named well is the other half — and most businesses never check which one they’re getting.
Citation sentiment is how an answer engine describes your business when it mentions you — favorably, neutrally, or critically. Being cited isn’t the whole goal; being cited well is. An engine that names you as a top recommendation is delivering something very different from one that mentions you with a caveat or an unflattering comparison. Citation sentiment is the qualitative layer on top of citation presence, and it’s something most businesses never think to check.
It matters because the description shapes the prospect’s impression at the moment of decision. A favorable mention is a recommendation; a hedged one can do as much harm as help.
When a prospect asks an engine about you or your category, the engine’s framing carries weight — it reads as a trusted assessment. Being described as a leading, well-regarded option moves the prospect toward you; being described neutrally leaves you as one of several; being described with a caveat — even a fair one drawn from a critical source — can move them away. Because engines draw their characterization from the sources they read, the sentiment in your corroborating sources — reviews, mentions, your own content — shapes how they describe you.
You influence citation sentiment by influencing what the engines read about you. Ensure your own content clearly and accurately conveys your strengths and value. Build genuine positive reviews and reputation, which engines draw on for characterization. Address legitimate issues at the source rather than hoping engines won’t find them. And test what the engines actually say — not just whether you’re mentioned, but how — so you can see and improve the sentiment. The goal isn’t to manipulate the engine; it’s to ensure the true, favorable picture of your business is what it has to draw on when it describes you.
How an answer engine describes your business when it mentions you — favorably, neutrally, or critically. It's the qualitative layer on top of being cited: not just whether you're named, but how.
Because the engine's framing reads as a trusted assessment at the moment of decision. A favorable description moves prospects toward you; a neutral or caveated one can leave you behind or move them away.
Influence what engines read: ensure your own content conveys your value accurately, build genuine positive reviews and reputation, address real issues at the source, and test what engines actually say so you can improve it.
We test not just whether AI mentions your business, but how it describes you — and show you how to shape the sentiment in your favor.