Tools · 09 · built here
The Citation Map.
For the questions your buyers actually ask an AI engine, who gets cited — you, or the competitor winning your category? This maps citation ownership query by query, across every frontier model, and hands you the exact answers you don't yet own.
The sales call, on a page.
A single readiness score tells a prospect they have a problem. A citation map tells them their competitor is already winning the exact questions their customers ask — and shows, query by query, where. Nothing closes a GEO engagement faster.
You give it the fight
Your domain, the competitor winning your category, and the buyer questions that matter — decision-stage queries where a citation converts.
It asks the models
Each query is put to every configured frontier model. The tool records who gets mentioned and who gets cited — you, them, or neither.
You get the work order
A query-by-query map of who owns which answer, and the totals. The queries they own and you don't are your content roadmap, ranked by intent.
Live model probing, or nothing.
This tool runs real queries against real models — so it only returns numbers when API access is configured. Until then it shows you exactly what it measures, clearly labelled as a preview, and never invents a result. That discipline is the same one behind the threat model and the preregistered llms.txt test.
Want the map for your category?
The Citation Map pairs with the LLM Visibility Audit — the controlled 14-model probe with a 30-day persistence window. Together they are the audit-to-pipeline engine.
See the full audit →