GEO AI SEO checklist: 7 dimensions of data authority for AI search

Page pilier SEO AIO GEO

Cette checklist est un outil de lecture rapide. Pour comprendre le cadre complet SEO, AIO et GEO, consulter la page pilier : SEO AIO GEO — rendre une source visible, fiable et citable.

Cette page explique comment le référencement naturel, les réponses IA et la citabilité des sources se complètent.

How to use this checklist

Use this checklist before creating more content. A site with weak foundations usually does not need fifty new pages. It needs clearer entity signals, better answers, stronger evidence and cleaner internal links.

1. Entity clarity

Entity clarity means a reader and a machine can identify the brand without guessing. The same name, description and contact route should appear across the homepage, about copy, schema and external profiles.

• The homepage explains who the brand is in one sentence.
• The brand name is consistent across titles, schema and contact pages.
• The site states what topic or market it belongs to.
• The logo, domain and contact details do not conflict.

2. Answer quality

AI search systems prefer pages that answer a specific question. A page that tries to say everything often answers nothing clearly.

• Each page has one main question.
• The direct answer appears near the top.
• Definitions are short and specific.
• Examples replace empty marketing language.

3. Evidence and proof

Evidence does not always mean a large dataset. It can be a method, a source, a concrete example, a limitation or a transparent explanation of how a score is calculated.

• Claims are supported or carefully limited.
• Numbers and comparisons are not invented.
• The page explains uncertainty where needed.
• Readers can tell what is fact, opinion or framework.

4. Structured data

Schema should reinforce visible content. Do not use structured data to claim things the page does not show.

• Organization and WebSite data are consistent.
• Article or FAQ schema is used only where appropriate.
• Canonical URLs point to the preferred domain.
• The sitemap lists only live indexable URLs.

5. Internal links

Internal links show the shape of the topic. A good hub links from broad explanations to specific guides, tools and supporting pages.

• The cornerstone guide links to related pages.
• Checklist pages link to tools and explanations.
• No important page is orphaned.
• Footer links point to the strongest assets.

6. Local and market context

For local businesses, the site should explain where the business operates and how it connects to map profiles, reviews and real-world proof.

• Name, address and phone details are consistent when relevant.
• Service areas are explained instead of stuffed into city lists.
• Reviews, photos and categories support the same entity.
• Local pages answer practical local questions.

7. External authority signals

A site can describe itself, but external references help confirm the entity. Mentions, citations, directories, articles and partner pages can all reduce ambiguity when they are legitimate.

• The brand appears on relevant external profiles.
• External pages use the same brand name and topic.
• Mentions are earned or legitimate, not spam.
• The site is worth citing because it contains useful content.

This checklist is educational, not a professional audit and not a ranking guarantee. For a quick estimate, use the checklist SEO IA.