Educational guide
No single AI-search architecture
Products combine crawling, indexes, ranking systems, retrieval, language models and interfaces differently. The same product can use different paths by query, market, account or feature state.1. Discovery and crawling
A system learns URLs from links, sitemaps and other sources, then permitted crawlers fetch responses. Status codes, robots directives and rendering affect eligibility. Crawl access does not guarantee indexing.2. Indexing
An index stores processed representations of documents or passages. Canonicals, duplicates, quality systems and unsupported formats can affect what is retained. Indexing is not the same as model training.3. Query understanding
The system interprets terms, intent, entities, location and context. Conversational products can also use previous turns. Publishers do not receive every internal interpretation.4. Retrieval and ranking
Candidate sources may be retrieved lexically, semantically or through multiple systems and reranked. A result can be eligible but not selected for one query.5. Generation
A model can synthesize retrieved context into a new answer. Synthesis can omit nuance or introduce unsupported text, so exposed claims and citations require review.6. Source presentation
Products can show inline citations, source panels or conventional links. Presentation rules vary. A visible source is evidence for that run, not a permanent rank.7. Reporting
Search Console and analytics expose different metrics. Manual answer monitoring measures observations. Keep impressions, answers, citations, visits and conversions separate.8. Publisher actions
Maintain crawlable canonical pages, accurate facts, original evidence and useful task content. Google says foundational SEO practices remain relevant and no special requirements guarantee AI-feature inclusion. See Google's guidance.Interpretation note
AI and search behavior changes over time. Guidance does not promise discovery, ranking, citations, traffic or commercial outcomes; confirm platform-specific details against primary documentation.