Articles & field notes
Reviewed English articles will appear here after their full text has passed content review.
Titles, summaries, and full-article links remain readable without opening the category.
SEO gives a website the foundations for discovery and indexing. GEO checks whether its brand, services, and evidence can also be understood and used in generated answers.
An accessible explanation of tokens, context, and semantic retrieval, with practical examples showing what language-model text processing means for GEO.
Titles, summaries, and full-article links remain readable without opening the category.
Titles, summaries, and full-article links remain readable without opening the category.
AI answer systems often encounter a company's public pages before a buyer contacts its team. This article follows the path from discovery and crawling to retrieval, citation, and business action, then shows how a GEO review makes each stage testable.
Google can index an English homepage while AI search still reads the brand as an ordinary phrase. This public SolveReal Systems review separates Google AI Overviews, ChatGPT Search, and Perplexity, then provides a bilingual website repair checklist.
A competitor mention is useful only when the team can trace the buyer request, recommendation reason, cited page, and missing evidence. A controlled comparison turns an AI answer into a remediation queue without pretending to know a model's ranking formula.
Google indexing makes a page eligible for search. It does not make a company defensible in an AI-generated supplier answer. Recommendation readiness depends on buyer-question fit, entity clarity, service boundaries, traceable evidence, and accessible public pages.
A website can load perfectly in a browser and still fail at discovery, crawling, indexing, buyer-question coverage, or citation readiness. This guide turns each gap into an owned, verifiable remediation task.