Prompt map
Commercial, comparison, category, reputation, and problem-led questions organized around the buying journey.
Service 02
A brand can lead one prompt, vanish from the next, and be described differently across ChatGPT, Gemini, Claude, Perplexity, and Google AI. We track the questions that can change a buying decision and preserve the complete response behind every metric.
Talk about the service
The practical version
The useful unit is not a single visibility score. It is the prompt, platform, answer, mention, description, citation, competitor set, and date. We keep that record intact so the team can tell real movement from normal model variation.
What the work includes
Commercial, comparison, category, reputation, and problem-led questions organized around the buying journey.
Brand presence, answer position, sentiment, cited sources, competitors, and changes across leading platforms.
A ranked list of missing sources, weak claims, content gaps, and placement targets tied to real answers.
A concise monthly view of what moved, why it may have moved, and what the team should do next.
How it moves
What you leave with
Straight answers
The core set includes ChatGPT, Gemini, Claude, Perplexity, and Google AI experiences. The exact mix follows where your audience is most likely to ask.
Frequent enough to see a pattern, but not so often that normal answer variation becomes noise. We set the cadence around the category and reporting need.
No. A summary score can be useful, but it needs prompt-level answers, sources, and platform detail behind it. Otherwise it is hard to act on.
Keep exploring
Start with a useful conversation
