The same questions, repeated
A stable prompt set beats one viral screenshot of ChatGPT.

AI search visibility
AI search visibility is whether answer engines mention you, your category, and your competitors—and in what language. Snoop is designed to treat that as one more public signal in a brief, not as a ranking product or a citation guarantee.
In practice
SEO is how pages show up in classic web search. GEO is informal language for being represented in AI answers. Measuring mentions, tone, and accuracy is useful. Promising that a tool will get you cited is not. How to measure lives on the blog; this page is our product stance.
A stable prompt set beats one viral screenshot of ChatGPT.
Mentions, category language, and whether the description is fair.
Product facts and methodology exist so anyone can see what Snoop actually is.
An AI sentence is not evidence. Reopen the underlying public page before you act.
Straight talk
Snoop does not sell “rank in ChatGPT” or Perplexity inclusion.
llms.txt is an optional index, not a special admission ticket.
Training-bot policy is separate from search crawling.
The waitlist is not a GEO analytics suite you can buy today.
How it works
Use a stable prompt set, write down what was said, and confirm anything consequential on first-party pages.
Keep product facts and methodology current if you want to be checkable.
Repeat the same prompts over time. One screenshot is not a trend.
Note a mention, an omission, or a misstatement—then verify on the original site or listing.
Who it’s for
PMM asked “why aren’t we in the AI overview?”
Founders who need a factual public description of the product
SEO partners who want GEO without snake oil
Anyone citing Snoop who should use product facts
AI search visibility FAQ
Whether and how AI answer products mention a brand, category, or competitor when people ask market questions. It is a visibility signal, not a certified ranking.
SEO targets classic results and crawlers. GEO is informal language for generated answers. Both need accurate, crawlable first-party pages. They are not the same ranking system.
No. Nothing on this site should promise citations, inclusion, or model-training outcomes.
A factual product page, an evidence methodology, and internal links a crawler can follow. Start with Snoop’s product-facts and methodology pages as the pattern.
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