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GEO software / LLM source tracking

Source-backed creator statements and evidence excerpts related to GEO software / LLM source tracking.

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LLM visibility tools should track brand recommendation frequency versus competitors and, more importantly, the exact sources/pages LLMs reference before making recommendations.

@@tjrobertson52 · asserts

If you want to rank in large language models like Chat GBT, you need to be using software to track the sources that Chat GBT is using. I spoke with the product manager of one of these pieces of software yesterday and he says that they currently have 92 competitors, 92 other companies doing the same things they are. Over the last two months, I've looked in...

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Related Source Records

I tested 12 ChatGPT ranking tools - this one actually works! 92 competitors but most use APIs...

@@tjrobertson52 · 2025-09-11

If you want to rank in large language models like Chat GBT, you need to be using software to track the sources that Chat GBT is using. I spoke with the product manager of one of these pieces of software yesterday and he says that they currently have 92 competitors, 92 other companies doing the same things they are. Over the last two months, I've looked in...

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Evidence Passages

If you want to rank in large language models like Chat GBT, you need to be using software to track the sources that Chat GBT is using. I spoke with the product manager of one of these pieces of software yesterday and he says that they currently have 92 competitors, 92 other companies doing the same things they are. Over the last two months, I've looked into about a dozen pieces of software that does this. I've used or done demos of about half of those. I wanna tell you what you need to look for if you're interes...
people might type into a large language model before it recommends you or your competitor. It then needs to run those prompts multiple times across the most popular large language models, and I say multiple times because the results are gonna be different every time. You can't just run this once like you would when you're checking keyword rankings, and you want a tool that can at least check ChatGPT, perplexity and Google's AI overviews. If it checks other models, great, but you don't wanna water down the result...
r website to increase your visibility. Now most of the software that exists right now is still incredibly expensive or not quite working. The one that I found that I really love is peak dot a I P e e c dot a I. While the software still isn't quite complete, it's already been incredibly useful for us and it's not nearly as expensive as some of the competitors like profound.