CiteGraph
Shows the exact AI answer that named a competitor instead of you, and the fix for it.
CiteGraph runs the real questions buyers type into AI assistants, ten per scan, each run three times across four engines, and shows the verbatim answer, the rivals it cited, and the reason it picked them, instead of a vague visibility score. Each miss comes with a specific fix: the claim and page needed to win that answer back, checked by a second AI model. It's blunt about findings that cost it money — 'llms.txt does nothing, we checked' despite competitors selling it — and its own product isn't ranked on its own leaderboard. The trial is 7 days, $0 today, but a card is required upfront.
What holds up
- +Shows the verbatim AI answer and cited rivals, not just an opaque visibility score
- +Each finding is sampled repeatedly with an error bar printed, so a change is proven, not noise
- +Publishes findings against its own interest: says llms.txt has zero measured effect
- +Doesn't rank its own product on its own leaderboard, and says so on the page
Mind the limits
- −Card required for the 7-day trial even though it's $0 today
- −Tracks 10 buyer questions per scan across 4 engines — a fixed, fairly small sample
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