The Mentionova blog
Field notes ongetting cited by AI.Field notes on getting cited by AI.
How answer engines pick sources, where brands lose the answer, and exactly what to publish to win it back. Numbers-forward, every claim sourced.
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- 30 AI search statistics9 min · 2 charts
- 28 GEO statistics10 min · 2 charts
- 26 AI citation statistics9 min · 2 charts
- 30 ChatGPT statistics9 min · 2 charts
- 25 Perplexity AI statistics15 min
- 25 LLM citation statistics17 min
- 17 X (Twitter) AI mention statistics13 min
- 25 AI visibility and share of voice statistics16 min
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84 posts · page 1 of 5
- Mentionova vs Scrunch AI (2026)You have just watched your brand vanish from a ChatGPT answer a prospect was using to shortlist vendors, and you have no way to measure it, explain it, or fix it. The question is not whether to track AI visibility, but which platform actually closes the loop from detection to action.Comparison12 min
- Mentionova vs Rankscale (2026)Choosing between Mentionova and Rankscale comes down to one question: do you need a monitoring dashboard, or a Track → Analyze → Optimize workflow that turns every dropped citation into a ranked content play?Comparison12 min
- Mentionova vs Profound (2026)When a citation drops overnight, you need to know which prompt changed, which engine dropped you, and which competitor took your position. Choosing the wrong AI visibility platform means measuring the wrong signals and paying for scope your team will never use.Comparison15 min
- Mentionova vs Otterly.ai (2026 comparison)Your brand either shows up when a buyer asks ChatGPT or Perplexity who to trust in your category, or a competitor does. Both Mentionova and Otterly.ai are built to measure that moment, but they make different trade-offs in how many engines they watch, which signals they log, and how far they go from monitoring into action.Comparison14 min
- Mentionova vs Goodie AI (2026)Your AI visibility reports are inconsistent and your share of voice is shifting week over week. The real question is whether the platform you evaluate will give you actionable data or just a dashboard. Both Mentionova and Goodie AI track how AI engines respond to buying questions about your brand, but the workflow, pricing structure, metric depth, and time-to-first-signal are meaningfully different.Comparison12 min
- Mentionova vs Bluefish AI (2026)Your marketing team just found out a competitor is being cited in ChatGPT answers for the exact buying queries you have spent years ranking for, and you need to know whether Mentionova or Bluefish AI will help you fix that faster.Comparison13 min
- Mentionova vs AthenaHQ (2026)Your buyers are already asking AI engines which tools to shortlist, and if your brand isn't cited in those answers, you're losing deals before a human ever sees your name. Choosing between Mentionova and AthenaHQ is a decision about how fast you close that gap.Comparison13 min
- Mentionova vs AirOps (2026)When a buyer searches for your product category on ChatGPT or Perplexity and your brand does not appear in the answer, you have a visibility gap that no traditional SEO rank tracker will catch. Mentionova and AirOps both touch AI search visibility, but they approach the problem from very different angles.Comparison13 min
- 11 best LLM SEO tools in 2026Your brand can hold page-one Google rankings and still be invisible to the growing share of buyers who skip the SERP entirely and ask ChatGPT, Perplexity, or Gemini instead. A buyer asking "what CRM should I use?" gets a synthesized answer, and if your brand is not cited in it, you are invisible to purchase-ready traffic.Comparison18 min
- 10 best GEO tools in 2026Your brand just lost a citation on ChatGPT, Perplexity cited a competitor instead of you on Google AI Overviews, and your team has no idea, because you are not tracking it yet. The blue-link SERP is no longer the only discovery surface that matters, and the brands that are not being cited are effectively invisible to a growing share of buyers.Comparison18 min
- 13 best generative engine optimization tools in 2026Brands that rank on page one still go completely unmentioned inside the answers ChatGPT, Perplexity, and Google AI Overviews deliver to buyers every day. The tools below exist to measure that gap and close it, from live prompt execution to drift detection to ranked content plays.Comparison19 min
- 10 best ChatGPT SEO tools (2026 guide)If your brand isn't showing up when a buyer asks ChatGPT "what tool should I use for [your category]?", a competitor is getting that recommendation instead, and you won't see it in your rank tracker. The question is no longer whether ChatGPT and other AI engines affect your visibility, it is whether you are measuring and influencing that visibility at all.Comparison18 min
- 10 best answer engine optimization tools in 2026Your buyers are asking AI engines which tools to trust, and if your brand isn't cited in the answer, a competitor is. The answer your buyer reads is no longer necessarily a blue link. It's a synthesized response citing a handful of trusted sources. If your brand isn't one of them, you're invisible at the moment of highest purchase intent.Comparison17 min
- 13 best AI SEO tools in 2026Your brand ranks on page one of Google. A buyer asks ChatGPT which tool to use in your category, and your name doesn't appear. That gap is the problem this list is built to help you close. Buyers now get answers from ChatGPT, Google AI Overviews, Perplexity, Claude, and Gemini before they ever click a blue link.Comparison20 min
- 14 best AI search visibility tools in 2026ChatGPT alone processes about 2.5 billion queries per day, and 94% of B2B buyers used a generative AI tool during their most recent purchase process. If your brand is not appearing as a cited source inside those answers, a competitor is.Comparison20 min
- 10 best AI search optimization tools in 2026Your buyers are no longer just Googling. They are asking ChatGPT, Perplexity, Google AI Overviews, Gemini, and Claude who to hire, what to buy, and which brand to trust. The answer they get is not a blue link you can rank for; it is a citation your content either earns or misses entirely.Comparison20 min
- 14 best AI rank tracking tools in 2026If your brand ranks on page one of Google but never appears when a buyer asks ChatGPT, Perplexity, or Google AI Overviews to recommend a solution in your category, you are invisible at the moment that matters most. These are the tools that measure, and fix, your presence inside AI-generated answers.Comparison23 min
- 8 best AI visibility tools for travel brands in 2026Travel brands are being named or skipped in AI answers right now. Most have no idea which. When a traveler asks ChatGPT "best boutique hotels in Lisbon" or asks Perplexity "which OTA has the lowest fees," the AI names specific brands. If yours is not one of them, that buyer never reaches your site. No click. No booking. No pipeline.Comparison16 min
- 8 best AI visibility tools for legal & law firmsA prospective client opens ChatGPT and types: "Who are the best employment lawyers in Austin?" Your firm has 12 attorneys, strong reviews, and a decade of case wins. The AI names three firms. Yours is not one of them.Comparison15 min
- 8 best AI visibility tools for financial servicesBuyers researching lending platforms, trading APIs, or fraud-detection tools do not start on your website. They open ChatGPT or Perplexity, type a question, and get a short answer naming two or three brands. If yours is not one of them, you do not exist in that buyer's consideration set. No click. No visit. No pipeline.Comparison17 min
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What changed in how the models cite, and what to publish about it. No fluff, unsubscribe anytime.
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FAQ
Questions, answered.
GEO is the practice of making your content more likely to be surfaced and cited inside AI-generated answers. Where SEO optimizes for ranking in search results, GEO optimizes for being the source an AI engine quotes when it answers a question.
Be genuinely citable: publish clear, well-structured pages with statistics, direct quotations, and linked sources on the exact questions buyers ask, and earn mentions on the community sources models trust. Mentionova shows which pages and prompts to prioritize first.
It varies by engine, but community and review sources, Reddit chief among them, punch far above their weight, while many traditional outlets barely register. Our research breaks the citation share down engine by engine.
Constantly. Engines ship model updates and reweight their sources frequently, which is why one-off checks go stale fast and continuous tracking matters.
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