Missed Mention Checker
Find out where AI models are recommending your competitors instead of you — and why.
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Get Full Audit with VisibellaUnderstanding Missed Mentions
Every day, potential customers ask AI assistants like ChatGPT and Gemini to recommend solutions in your category. If your brand isn’t showing up in those answers, competitors are winning those buyers instead. A missed mention is every high-intent query where an AI model could have recommended you — but likely didn’t.
How the Checker Works
Enter your brand details
Tell us your brand, category and target customer. We use this to generate the exact high-intent questions buyers in your category are asking AI.
We model real buyer queries
We generate the highest-intent prompts a buyer would ask, then predict which brands an AI assistant is most likely to recommend — based on market positioning, brand mindshare and competitive dynamics.
See where you’re likely missing
You get the specific questions where competitors are likely recommended instead of you — and why. No fluff, just data.
Frequently Asked Questions
A missed mention happens when a potential buyer asks an AI model a question your brand should answer — and a competitor gets recommended instead. These are high-intent prompts like “What’s the best CRM for a 50-person sales team?” — questions from real buyers making purchase decisions. Brands that surface in those answers win customers invisibly; the ones that don’t lose them without ever knowing.
AI assistants are now a primary research tool for B2B buyers, and a growing share of decision-makers use them during the buying process. Unlike a search engine’s ten blue links, AI tends to give one consolidated answer — so if you’re not in it, you’re effectively invisible to that buyer.
A missed mention is when an AI assistant recommends a competitor in response to a buyer query your brand should have answered. It represents a sales opportunity you never knew you lost.
The analysis reflects how general-purpose AI assistants like ChatGPT and Gemini tend to recommend brands in a category. For a full audit that tests your brand directly across ChatGPT, Gemini, Perplexity, DeepSeek and Grok, see the Visibella platform.
The free checker is a fast, directional analysis based on market-positioning and brand-mindshare patterns — ideal for spotting likely gaps in seconds. The full Visibella platform confirms them by testing your brand directly across multiple AI models.
Yes — completely free, with no signup required. Enter your brand details and get your missed-mention report in seconds.
Traditional SEO tracks how you rank on Google for specific keywords. The Missed Mention Checker focuses on where you’re absent from AI-generated answers — a different and increasingly important discovery channel that SEO tools don’t cover.
The free checker shows you where you’re likely missing. The full Visibella platform shows you why — breaking down the specific trust factors behind the gap — and gives you actionable levers to start showing up. You can get started from $39 with a one-time snapshot scan.