V
Visiby
AI Citation Intelligence that tracks what ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews say about your brand.
50,000+ AI prompts tracked weekly5 engines tracked200+ tracked domainsFree 60-second visibility report7 days from signal to shipped fix
Opportunity score
62/100
A promising high-interest category with real buyer pain, but broad horizontal execution is technically difficult and faces growing competition.
Founder verdict
MAYBE
Visiby attacks a real and growing AI-search visibility problem, but broad horizontal competition and technical fragility keep it from being an obvious yes.
What is Visiby?
Visiby is an AI search visibility platform that monitors what generative AI engines say about a brand. Public revenue, growth, and Product Hunt rank are unknown. The product is positioned as a visibility layer for the AI-search era and tracks presence across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. The landing page shows a dashboard with AI visibility score, share of voice, prompt/citation explorers, competitor intelligence, recipe intelligence, and site audit. Its strongest observed assets are a sharp fear-based narrative, concrete dashboard metrics, and actionable next moves; its biggest open questions are pricing, customer proof, integrations, and defensibility against broader AEO competitors and SEO suites.
Get the full Visiby playbook
The complete reverse-engineering — what to copy, what to avoid, and exactly what to build instead.
- Full opportunity score across 8 dimensions
- The real problem & why customers pay
- Why it's winning — with evidence
- Complete business reverse-engineering
- Competitive advantages & moat analysis
- Weaknesses, risks & what to avoid
- Clone strategy — what to build instead
- Week-by-week MVP roadmap
- Recommended technical stack
- Founder verdict & highest-leverage move