What Google actually says
Google’s guidance is unusually clear: the best practices for Search still apply to AI features. A supporting link must be indexed and eligible to appear with a snippet; there is no extra meta tag, schema type, or “GEO submission” that creates eligibility. That makes crawlability, indexability, clear visible content, and people-first usefulness the starting line—not a late technical cleanup.
Google’s AI features documentation also warns against treating eligibility as a promise of inclusion. Search systems decide whether an AI feature is useful for a query and which sources help. That is a useful guardrail for publishers: build a page that deserves a reader, then measure whether its traffic and conversions improve.
The practical publishing standard
For each meaningful URL, make the main answer visible in HTML, give it one clear purpose, and support the answer with firsthand evidence, primary documentation, or genuinely useful analysis. Use structured data to describe visible facts—not to smuggle a claim that the page does not substantiate. Where images or video explain a product, keep their surrounding text and labels useful too.
Google’s newer generative-AI resource emphasizes valuable, non-commodity content and says traditional SEO remains foundational. The implication is not “write longer.” It is “add something a duplicate page cannot”: a tested workflow, a constrained comparison, a current source trail, or a decision framework.
Control is not optimisation
Preview controls such as nosnippet, data-nosnippet, max-snippet, and noindex are visibility controls. They can restrict what Search shows, but they are not a route to more citations. Use them only when a publisher has a real content-rights or presentation reason, test what Googlebot receives, and allow time for recrawling.
A small checklist before chasing AI visibility
- Return a stable 200 response for the canonical URL and make the primary content crawlable.
- Use one descriptive title, one visible H1, a self-canonical, and internal links that explain why the page matters.
- Keep structured data aligned with the visible page and validate it after template changes.
- Track qualified visits and conversions alongside impressions; a new appearance is not automatically commercial value.
Source note
This note summarizes Google’s public documentation as of August 30, 2026. Google changes Search continuously; for implementation decisions, re-check the linked documentation rather than relying on a copied checklist.