What we measure, including the numbers that don't add up.
Analysis of SEO and visibility in AI systems, taken from real cases. With the raw data, the method, and the times the fix was not enough.
AI visibility tools compared: 11 trackers, three questions that tell them apart
Which surface each tool reads, how often it repeats a prompt, which engines it covers and what it costs, checked on each vendor’s own site.
Miraqo launches an SEO platform that also measures brand presence in AI answers
Rank tracking across 91 markets, audits, backlinks, local SEO and AI Visibility in one subscription for freelancers and small agencies. The launch press release.
Thirteen domains, only one cited by all three
Same question, same model, same day: three ways of collecting the ChatGPT answer cite almost disjoint sources. And the most expensive costs three hundred times the cheapest.
A dropdown menu kept 248 pages out of Google
A language select is not navigation Googlebot can follow. What changed after the fix, what did not, and the numbers from a full crawl of 330 URLs.