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AI citation diagnostics

Source-backed creator statements and evidence excerpts related to AI citation diagnostics.

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Public Insight Cards

These are deterministic, source-backed cards from the offline export. They are not live AI answers.

Citation data is central because cited page content influences whether a brand or competitor is recommended in the AI output.

@@tjrobertson52 · asserts

y good idea of what people are searching for before they hire a company like them. The goal should be to gather a representative sample of prompts people might type into AI. And in most of those prompts, you should include a demographic or a use case. Something like, I'm an X looking for y to solve Z. Can you recommend a company? The idea is to simulate t...

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Related Source Records

Businesses are manually checking ChatGPT for their brand. There's software for this and the r...

@@tjrobertson52 · 2026-05-05

Ranking an AI search is so easy right now, and I think the main reason is that no one's tracking it. When I talk with businesses that are doing SEO, or even other SEO agencies, they often talk to me about manually going to Google's AI mode or ChatGPT and asking about their industry to see if their brand is mentioned. And that blows my mind when the softwa...

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Evidence Passages

Ranking an AI search is so easy right now, and I think the main reason is that no one's tracking it. When I talk with businesses that are doing SEO, or even other SEO agencies, they often talk to me about manually going to Google's AI mode or ChatGPT and asking about their industry to see if their brand is mentioned. And that blows my mind when the software exists to track this at scale and not just to see where your brand and your competitors are mentioned, but why. So I want to talk about the software we use,...
y good idea of what people are searching for before they hire a company like them. The goal should be to gather a representative sample of prompts people might type into AI. And in most of those prompts, you should include a demographic or a use case. Something like, I'm an X looking for y to solve Z. Can you recommend a company? The idea is to simulate the information an AI would have when it does a search and returns a recommendation. Like 50 or more prompt examples like this, you can use AI to help you and th...