AIgentCandor

Guides

The guides

Longer answers to the questions that come up before anyone buys anything: what this file actually is, whether it does what vendors say it does, what Google’s tooling now grades, and what the tools on the market do and do not fix. Every measured number cites the note that produced it.

Where these pages describe Google’s agent-readiness category, the only claim we make about our own work is that the package passes the llms.txt and page-structure checks of Google’s agent-readiness audit; the WebMCP audits cover interactive tools a fact package deliberately does not install. We do not claim it improves your search position, and one of these guides is largely about why that distinction matters.

// five guides
An AI Reviewed the Wrong Company. It Thought It Was Reviewing Us.We asked five AI assistants to review our business cold. One reviewed a different company with a similar name, start to finish. Here is the measurement, the fix, and the test that will tell us if the fix worked.
Best AI Search Visibility Tools, Compared HonestlyAn honest look at the tools tracking brand mentions in AI search, described from their own pages, plus what monitoring alone doesn't fix.
How to Get ChatGPT to Recommend Your BusinessWhy AI assistants misread businesses, the fixes that actually measured a difference, what doesn't work, and realistic expectations. No ranking guarantees.
Google's Agentic Browsing Audit, ExplainedGoogle's Lighthouse now grades sites on an "Agentic Browsing" category. Six checks, what each tests, and what it means for SEO. Verified July 2026.
Does llms.txt Help SEO? The Documented AnswerGoogle says llms.txt does not affect Search rankings. Google's Lighthouse now audits it anyway. Here is the documented, honest answer.
What Is llms.txt? A Straight AnswerWhat llms.txt actually is, the spec, adoption, and what happens when real AI agents try to find and use it, measured, not guessed.
We Renamed the Company. Here Is the Measurement Record.AIgentSphere is now AIgentCandor. Measurement showed why the old name failed and which candidates were unsafe; judgment chose among the survivors. The full trail, including the falsifiers that will tell us if it worked.

also here

The shorter references

The guides are the long form. For a definition, the glossary is ten short pages; for a specific crawler, the crawler pages quote each operator’s own documentation; for getting the file published, the per-platform instructions cover five platforms and are honest about the one where it cannot be done.

free audit

See what AI sees on your site

Reading is free and so is the first measurement. The audit tells you which of these guides is about your site.

One model fetches your homepage and answers buyer questions from it. You get the recovery score and the specific answers it could not find. That is the whole free tier: it shows you the problem, and the fix package is not included.