Does adding schema markup to my About page guarantee AI citations?

No. Schema makes your facts machine-extractable, which increases citation likelihood, but it doesn't guarantee it. Citation also depends on content relevance, entity corroboration across third-party sources, and how well your page answers the specific prompt a user asked.

Do HowTo and FAQ schema still matter if their rich results were removed?

Yes, for AI extraction purposes. Google removed the visual SERP rich results for HowTo (2023) and FAQ (May 2026), but both schema types remain valid and still help AI systems parse structured content, they just no longer earn a special search-result appearance.

How many team members need their own page for this to work?

Prioritize founders, executives, and anyone publishing content under a byline. A 200-person company doesn't need 200 individual bio pages, but every named voice appearing in published content should have one.

What's the single highest-impact fix if I can only do one thing?

Add named, credentialed individuals with Person schema and working sameAs links to at least your founders and primary content authors. Anonymous "our team" copy is the most common failure point.

Does Wikidata really matter for a company that isn't a household name?

It matters more for less-known brands, not less. Wikidata and Wikipedia function as independent corroboration that a model can trust more than your own site. If you meet basic notability thresholds, a Wikidata item is a comparatively low-effort, durable entity signal.

How often should we update our About and team pages?

Review quarterly at minimum, and immediately after any leadership change, funding event, or rebrand. Stale team rosters are one of the most common trust failures we see in GEO audits.

Can stock photos and generic bios still rank in traditional Google search even if they hurt AI trust?

Sometimes, traditional ranking factors are more forgiving of thin About pages than AI citation systems are. But as AI Overviews and AI Mode absorb more search volume, optimizing only for legacy ranking factors and ignoring entity trust is an increasingly costly gap.

Should our About page facts match our schema exactly, word for word?

The core facts, founding date, legal name, headquarters, category, should match exactly. Marketing narrative and tone can vary, but any factual claim that also appears in structured data should be identical to avoid confusing entity resolution.

How to Optimize Your About and Team Pages for AI Trust