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GEO measurement limits

Source-backed creator statements and evidence excerpts related to GEO measurement limits.

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Public Insight Cards

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In LLM discovery, marketers often cannot know exact prompts or click paths, making AI visibility harder to track than traditional SEO.

@@tjrobertson52 · asserts

As people are starting to use large language models like ChatGPT to find businesses, US marketers are realizing that it's much harder to track the results than it was with traditional SEO. Really, US SEO's have been kind of spoiled with how much data we get. We know exactly what people type into Google and which webpage they click on. In large language mo...

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Related Source Records

Can You Track Conversions from ChatGPT? Barely. Which is exactly why most marketers will skip...

@@tjrobertson52 · 2025-11-12

As people are starting to use large language models like ChatGPT to find businesses, US marketers are realizing that it's much harder to track the results than it was with traditional SEO. Really, US SEO's have been kind of spoiled with how much data we get. We know exactly what people type into Google and which webpage they click on. In large language mo...

Open

Evidence Passages

As people are starting to use large language models like ChatGPT to find businesses, US marketers are realizing that it's much harder to track the results than it was with traditional SEO. Really, US SEO's have been kind of spoiled with how much data we get. We know exactly what people type into Google and which webpage they click on. In large language models, we have no idea what they typed. And even when they do choose to work with us, they typically aren't clicking through to our website so we can't track it...