llms.txt
A structured text file placed on a website (similar to robots.txt) that provides LLMs with clear, machine-readable information about a brand, its products, and key facts. EchoWi recommends using llms.txt to improve how AI models understand and represent your brand.
GEO Glossary
- We asked 79 AI visibility tools which engines they cover. Eleven never say it on the page where they sell
Every vendor in our verified catalogue, read on the page its own entry points at, against a frozen engine list. 11 of 77 name none where they sell.
- Every LLM SEO Guide Gives the Same Eight Tips. We Measured Six of Them.
We asked two AI surfaces what LLM SEO is. They cited fourteen pages giving the same eight tips, none with a measurement. Five do not survive our register.
- 48 of the 76 Sites Refusing AI Training Did Not Write That Refusal
Across three strata of cited domains, 48 of the 76 refusals of AI training were a CDN default, and 53 of the 81 signals a person typed permit it.
- We Crossed Two Agent Conventions on the Same 77 Vendors. Doing One Does Not Predict Doing the Other.
Crossed on 77 AI visibility vendors, doing one convention does not predict the other, a 5 point gap. Repeated on 2,147 cited domains in three strata, it does.