AI Search Visibility and Information Architecture: A Technical Framework for Search, Generative Answers, and Evidence-Based Optimization

This technical report presents a structured commercial R&D framework for evaluating AI search visibility, technical SEO, information architecture, source credibility, citations, and generative-answer readiness. It reviews official search-engine documentation and current generative-search research and proposes an integrated visibility model for professional and commercial research applications.

The report is authored by Emre Kazanır as an independent commercial R&D technical publication affiliated with Ozem Dijital Pazarlama Ltd. Şti. (Ozemmedya), Türkiye. It is not presented as a peer-reviewed journal article.