Day: February 5, 2026
GEO Experiments
Llms.txt Experiment: What Marketers Get Wrong about llms.txt
Will llms.txt actually improve your AI visibility?In this OtterlyAI research piece, we test real AI crawler data to see whether llms.txt meaningfully affects how AI systems discover and use web content. Study Methodology About This Research: OtterlyAI implemented an /llms.txt file at the root of an experiment website and monitored AI bot traffic over a […]
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AI Search Experiences
8x More AI Citations in 12 Months: A Medical Device GEO Case Study
If you want AI citations fast, you need to align your content with how LLMs choose sources: clear entities, tight answers, and prompt-led coverage that matches real user phrasing. In this medical device geo case study, Neur Digital, one of our Agency Partners used OtterlyAI to research prompt phrases, fill content gaps, and refresh pages […]
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AI Search Experiences
News
We Rebuilt the GEO Audit From Scratch. Here’s Why.
When we launched our first GEO tools, the Domain Audit and URL Audit, they were a starting point. A way for marketing teams to get a quick read on how to improve on-page signals and content to perform in AI search. They worked. But “worked” isn’t good enough when AI search is changing this fast. […]
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