A score a model defends.
Not a word it counts.
The tools in this category mostly stop at counting. CiteSurge adjudicates the answer, includes every engine, hands you something a board can read, and is built for the agencies the category leaders refuse. Four differences, no asterisks.
The market is crowded with dashboards that tally how often a string appears in an AI answer and call it a visibility score. That is a starting point, not a discipline. Here is what we do instead, and why it holds up under scrutiny.
Adjudicated, not counted
A keyword match cannot tell the difference between “the leader in this space is Acme” and “avoid Acme.” Both contain the word. We run a second model over every answer to judge whether you were genuinely recommended, cited as a source, or merely mentioned in passing, and that judgment is the score. It is shown with its reasoning, so you can see why a citation counted. A number a model will defend is worth more than a number a script produced.
Every engine included, no credit math
Across this category, “unlimited” usually means metered, and a headline prompt count usually splits across engines until it is a fraction of what it looked like. Extra engines arrive as monthly add-ons. We refuse the bookkeeping. Prompts are counted once, per project, with every engine in scope: ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews, Bing Copilot, and Grok. Sixty means sixty.
A board-ready audit, not a dashboard you’ll ignore
Monitoring tools tend to stop at diagnosis: a wall of charts, and the work of turning them into action left to you. Our deliverable is a branded audit with a 0–100 citability score and a prioritized fix list, written to be read in a meeting and acted on the same week. The dashboard is there for the day-to-day. The audit is what earns the retainer.
Built for agencies, not in spite of them
The best-funded company in this category will not sell to agencies. We were designed for them: white-label reporting, multi-brand workspaces, and a model that gets stronger as a roster grows rather than buckling under it. If you run brands for other people, you are not an edge case here. You are the plan.
What this is not
We do not promise a ranking. The engines decide that, and anyone who guarantees a position is selling you something they cannot deliver. We do not teach the specific execution; we teach the principle and do the work. And we do not pretend the field is solved. It moves. Staying honest about that is part of the service.