Vendor discovery has migrated into AI assistants. Discovery, comparison, shortlist — the work that used to land on your site now happens inside a model's answer. Most companies are optimising for the last era while quietly losing ground in the next.
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ChatGPT, Claude, Perplexity, Gemini and Google's AI Overviews are quietly intercepting the traffic that used to land on your site. If the model doesn't surface you, the conversation never starts.
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The well-funded brand in your category is treating Answer Engine Optimisation budget line. Their citations compound week over week. Yours don't — because no one is watching.
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Semrush ranks. Ahrefs ranks. GA counts clicks. None of them sample prompts, parse model answers, or tell you why ChatGPT recommended a competitor instead of you.
Not a screenshot. A living slice of Visiby — the same chrome, the same hairline rules, the same editorial typography your team will use every Tuesday morning.
Organic clicks ran +9% across the last 28 days. But you lost 1.8 pp of citation share to greenhonchos in the same window. Two of your top four prompts now cite a competitor first.
Visiby isn't one chart. It's a full intelligence workspace built for marketing operators — overview, prompts, citations, entity, recipes, competitors, audits, and a priced action plan, all reading from the same weekly run.
The same heatmap your team will read each week. Distribution of cited passages, by engine and on-page element, across 50,127 prompts. Bigger numbers = engine prefers this passage type. Read each column: that's the blueprint to publish to.
Every Tuesday at 07:42 IST, Visiby fuses three live data streams — the prompts your buyers actually ask, where you're losing citations, and the recipes your competitors win with — into one prioritised action plan. No analyst required.
Visiby ran 50,127 prompts across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Citation share moved -1.8 pp to 14.2% against greenhonchos. Two of your top four prompts now cite a competitor first.
Ship Monday — citation share returns to 14.8% by Week 20.
Existing SEO platforms were architected before AI search existed. They're great at what they do — and unequipped for what's next. Here's the honest read across the capabilities your AEO program needs.
| Capability | Visiby | Semrush | Profound | Conductor | Ahrefs |
|---|---|---|---|---|---|
| AI visibility tracking · 5 engines | ✓ | limited | ✓ | — | — |
| SEO + rank tracking | ✓ | ✓ | — | ✓ | ✓ |
| Brand entity audit · adjective ownership | ✓ | — | partial | — | — |
| Passage-level citation provenance | ✓ | — | partial | — | — |
| Recipe intelligence · element heatmap | ✓ | — | — | — | — |
| Priced action plan · effort × impact | ✓ | — | — | manual | — |
| Ready-to-ship content briefs | ✓ | add-on | — | ✓ | add-on |
| Autonomous weekly pipeline | ✓ | — | — | — | — |
| White-label agency dashboard | ✓ | enterprise | — | enterprise | — |
Both tiers ship the autonomous weekly pipeline, full engine coverage, and unlimited briefs. The difference is scale, white-label, and how deep the support goes.