Is this for you?
Your goal: a read on what AI recommends in the situations your role owns.
Brand strategists, SEO leads, and agency partners land here with the same fork: is AI visibility measurement for my room—and which buyer situation should I start with?
Pick one role below, read one example situation that sounds like your week, then run a visibility check when you would defend that story to leadership. Not a prompt catalog—a way to choose before you measure.
The choice on this page
Mention is easy to report; recommendation is the verdict. Choose the role and situation you would defend—then measure that story, not a batch of generic queries.
Make the choice
Goal first, then choice—then measure
Pick your room
CMO, brand strategist, SEO lead, agency—each role owns different decisions. Open the door that matches your job, not every situation at once.
Read one situation
Does the pressure sound like your week? Vendor shortlist, pilot readout, comparison call—one example read beats skimming dozens of cards.
Measure when it fits
Run a visibility check when you can name the buyer situation you would defend—not because a dashboard told you to batch prompts.
One situation to start
Does this sound like your week?
Read one example before you open every role card—vendor shortlist pressure, pilot readout, comparison call, migration off rank-only scorecards. If the drama matches, that is your starting situation.
A planning week when three vendors pitch AI visibility—and buyers are al
CMO can feel the room deciding—not waiting for the deck to catch up.
Read example →No public scoreboard. Still a verdict.
There is no public leaderboard for AI visibility—only the verdict buyers carry out of the room.
Read example →Two vendors. One story AI recommends.
Two vendors, same category, same polite nodding—until you ask the model which story it would recommend.
Read example →Pick your room
Which role owns your decision?
8 roles · 120+ buyer situations when you are ready to go deeper
Open the role that matches your job title. Each page lists buyer situations for that room—not every drama on the site—so you narrow to one read instead of scanning a catalog.
Brand strategists
Your brand, inside what AI says
You've read the dashboards. You've heard "we were mentioned." None of it explains why a buyer's AI thread recommended your competitor while your name sat in a …
28 buyer situations · 4 topics →
CMOs
The board asks AI. The answer is a story—not a metric.
The slide deck still says "high intent." The engine still recommends your competitor's plot. The room waits for a story that holds—not another visibility score.
36 buyer situations · 8 topics →
Agencies
Your client's drama is already in the model
The client forwards a screenshot: "Why does AI recommend them and cite us?" You have forty-eight hours to turn measurement into a narrative they can sell upsta…
6 buyer situations · 3 topics →
Marketing teams
The campaign brief already lives in the model
The launch deck is approved. Someone asks ChatGPT for the category anyway—and the answer doesn't match the narrative you just bought media against.
11 buyer situations · 5 topics →
Brand managers
Your stack measures mentions. The buyer hears a plot.
You already have analytics, DAM, and a dozen tabs open. None of them explain why the model recommended your competitor while your brand sat in a footnote.
6 buyer situations · 3 topics →
SEO leadership
Keywords were the unit. AI answers in stories.
The keyword deck still looks green. Someone asks ChatGPT for the category anyway—and the recommendation does not match your best-ranking page.
4 buyer situations · 2 topics →
SEO practitioners
Your stack still scores keywords. Buyers hear a plot.
You have Search Console, rank trackers, and a tab of prompt tests that never become a system. Leadership wants mention, cite, and recommend—not another export.
4 buyer situations · 1 topics →
Enterprise
Procurement asks for proof. The model answers in stories.
Legal wants security. Finance wants credits. The business wants a standard—not another point solution that grades copy instead of dramatization.
25 buyer situations · 7 topics →
When the situation matches your week, measure it
Sign up to run one visibility check on that buyer situation in live engines—mention, citation, and recommendation, and whether you are the protagonist in the answer.
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Role to start
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Situation to read
Then
Measure