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AI visibility experiments

Source-backed creator statements and evidence excerpts related to AI visibility experiments.

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Public Insight Cards

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Because GEO tactics change quickly, the creator recommends regular experiments and continuing only tactics that show results.

@@tjrobertson52 · asserts

things make an impact in AI visibility truth is those of us that are actually running the experiments to see what working are figuring all this out in real time. Most SEO agencies don't want to spend the resources to figure out what's working now and for the last 10 years that's been a fine strategy just let other people do the work figure out what's work...

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Related Source Records

Every SEO agency claims they'll rank you in ChatGPT. Here's what they're actually doing (spoi...

@@tjrobertson52 · 2025-12-07

Every SEO agency is now claiming they'll help you rank in large language models.`n`nBut when you look at their plan for doing this, you'll see that almost none of these agencies are actually doing anything that will help you get recommended by large language models. So I wanna talk about what these agencies are calling GEO or AI O. And what you should act...

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Evidence Passages

Every SEO agency is now claiming they'll help you rank in large language models.`n`nBut when you look at their plan for doing this, you'll see that almost none of these agencies are actually doing anything that will help you get recommended by large language models. So I wanna talk about what these agencies are calling GEO or AI O. And what you should actually be looking for if you're looking for an agency to help you rank in large language models. Yesterday, I had someone reach out after watching my YouTube vid...
things make an impact in AI visibility truth is those of us that are actually running the experiments to see what working are figuring all this out in real time. Most SEO agencies don't want to spend the resources to figure out what's working now and for the last 10 years that's been a fine strategy just let other people do the work figure out what's working and share it online and then copy their strategy the problem is that things are changing too quickly now and they don't show any signs of stopping and so if...
're in there and then figure out how to climb the rankings so you show up on the automatically generated listicles. Large language models love these listicles. They should be identifying the most commonly cited discussion threads. These are typically going to be in Reddit or Facebook groups. You don't need to be posting in these forms everyday. Typically the most cited threads are from one or 2 years ago. You just need to find them and leave some comments talking about your brand. But most importantly, you need...