Mentionova runs your category's real buying questions through six engines, logs every mention and citation, and turns the gaps into a ranked plan. Here's exactly how it works.
This is the real Mentionova dashboard — not a screenshot. Every engine, every competitor, every citation, tracked in one place.
Your buyers don't use one assistant — they use whichever is open. We track them all, on a schedule, so one engine never goes blind.
The default research surface for millions of buyers. We track Search and direct-answer behavior.
Citation-first by design. Where being the linked source matters most — and is most winnable.
The reasoning assistant inside more and more workflows. We log how it frames your category.
Wired into the world's biggest search and workspace footprint. Invisible here is expensive.
AI Overviews now sit above the ten blue links. We track who they summarize and cite.
The source the models trust most. We surface the threads shaping what the AI says about you.
We build your category's question set — the prompts real buyers type — and run them across all six engines repeatedly. Each run logs mentions, citations, the competitors named beside you, and the sources the model leaned on.
Mentioned but not cited? Cited everywhere except Perplexity? Losing a specific prompt to one rival? The diagnostic pinpoints the leak — by engine, by prompt, by source — instead of a single fuzzy score.
Each gap becomes a play — a source page to publish, a comparison to own, a thread to answer, a fact to correct — ordered by expected citation lift. Ship them, then watch the next run move.
Every view in Mentionova runs on one dependency-free chart engine — fast, theme-aware, and designed for AI-visibility data. Here's the live gallery.
Built on one dependency-free visualization engine — fast, theme-aware, and made for this exact problem.
How fast you're earning (or losing) citations across engines, week over week, with anomaly flags.
The exact mention-rate distance between you and each rival — and the pipeline that gap is worth.
Spot the engine where you're invisible before it becomes the one your buyers trust most.
The domains the models cite in your category — so you know exactly whose trust to earn next.
The score isn't a black box. Every point traces back to a signal you can act on.
Of your category's real questions, how many surface you at all.
Share of answers that name you, by engine and prompt.
When named, is your domain the linked source.
Is what the model says correct and current.
Your slice versus the rivals named beside you.
How fast new answers reflect your latest proof.
Enter your domain and we'll show you how the AI answers about your category today — what it says, who it cites, and where you're missing.
Takes ~3 minutes · no credit card