Most vendors have never checked. Nobody typed your name, so nothing reaches your analytics — the deal is gone before you know it exists.
Get a snapshot →This is what the gap looks like from your buyer's side.
Whether AI mentions you at all, and whether it picks you once it has. Different problems, different fixes.
The buyer describes a need and names no vendor. Do you get named, recommended, or named-then-undercut?
The hidden number that decides your shortlist. Every other channel you measure only starts counting after this moment has already passed.
The buyer names you alongside rivals. Does the assistant choose you, choose them, or refuse to choose?
Mostly it refuses. It is not picking your rival — it is declining to pick anyone, because nothing gives it grounds to. That gap is the opening.
One engagement, four steps.
A short indicative scan on chosen category questions to show how big the gap is.
A prompt set built for your category, run repeatedly across generative models, and a roadmap of which questions are winnable and how.
On-site changes and off-site work. Tracking established against the baseline.
Continuous improvement and implementation: new citations pursued, competitive responses answered, repeated measurement.
The audit is priced by scope. See audit pricing and a sample → The audit fee is credited in full toward the retainer.
Before a model can recommend you, it has to name you. Start with that number.
Apply for a snapshot and I'll run your category's most frequent questions through the top generative AI models, then send back one page: are you named, how often, and what I can do for you.
Your prompt set is built from the buyer's decision, not your product. It is written down, agreed, and locked. Editing the questions between measurements is the easiest way to fake progress.
Free. No call required. One page back within two business days.
One page back within two business days. If the prompt needs sharpening first, you'll get a reply asking, not a form letter.