Research and operating notes
October 20, 2026
How to Read GeoAnalyzer's 0 100 Score Before You Act on It The five categories describe your pages, and the citation record has to be sampled separately on a fixed query set !Search Engine Results Page (SERP) Gra
October 15, 2026
How to Check Whether AI Crawlers Can Reach Your Site Robots.txt rules, the documented bot families from Google, OpenAI, Anthropic and Perplexity, and what structured data is documented to change !Blocked robots,
October 5, 2026
GeoAnalyzer's Free Scan and Full Report: What You Can Verify Before Paying A due diligence read of the offer, an outside comparison, and what could not be confirmed !2022 11 09 at 16 01 02 Klexikon 2021 Web A
September 12, 2026
How to Read an AI Citation Count When the Cited Sources Rotate Weekly Weekly turnover in AI cited sources runs from 3% to 74% across four datasets that count different objects, and the academic work treats a citati
September 11, 2026
What GeoAnalyzer's AI Visibility Audit Can and Cannot Establish The published offer, the research paper that introduced GEO, and Google's documentation for its own AI features. !2022 11 09 at 16 01 02 Klexikon 2
September 10, 2026
What GeoAnalyzer's AI Visibility Audit Measures and What It Leaves Unverified A free scan, a paid PDF report, five scoring categories, and a 0 100 scale, as the operator describes them on its homepage, about page,
August 24, 2026
GeoAnalyzer: Audit AI Readiness Without Pretending GEO Is Solved !Wikipedia search referrals dashboard Image: Wikipedia search referrals dashboard by Isaac (WMF), licensed under CC BY SA 4.0. Search visibility use
August 17, 2026
GeoAnalyzer and the Practical Version of AI Visibility Auditing !Wikipedia search referrals dashboard Image: Wikipedia search referrals dashboard by Isaac (WMF), licensed under CC BY SA 4.0. Search visibility is n
August 10, 2026
What AI Visibility Audits Can Actually Tell You !Wikipedia search referrals dashboard Image: Wikipedia search referrals dashboard by Isaac (WMF), licensed under CC BY SA 4.0. Marketers used to ask a familiar quest
August 3, 2026
GeoAnalyzer and the practical version of GEO: auditing answer readiness without pretending certainty !Wikipedia search referrals dashboard Image: Wikipedia search referrals dashboard by Isaac (WMF), licensed under C
July 27, 2026
GeoAnalyzer and the AI search visibility problem: measure before you optimize !Wikipedia search referrals dashboard Image: Wikipedia search referrals dashboard by Isaac (WMF), licensed under CC BY SA 4.0. Search i
July 24, 2026
GeoAnalyzer and the Hard Part of GEO: Measuring AI Search Visibility Before Optimizing It !Wikipedia search referrals dashboard Image: Wikipedia search referrals dashboard by Isaac (WMF), licensed under CC BY SA 4.0