Does schema help you appear in AI answers?

Structured data is often sold as the switch that gets a business into AI answers. The evidence does not support a claim that strong. It does support a narrower one, and the narrower one is still worth acting on.

What schema does

Schema markup states facts about a page in a machine-readable form: who the organisation is, where it operates, what it offers and at what price. Search engines use it to understand pages and to build some search features. Assistants that read the web can also read it.

What schema does not do

No public, controlled study shows that adding schema on its own makes ChatGPT, Perplexity, Gemini, Claude or Google AI Overviews name a business. The providers do not publish how their answer systems weight structured data, and they change those systems without notice. Anyone promising citations from markup alone is selling a mechanism nobody can verify.

Why entity work still matters

• Ambiguity costs you. If your company name matches others, an assistant needs consistent signals to tell you apart: the same name, address, organisation number and description everywhere.
• Consistency is checkable. Assistants cross-reference your site, business registers, directories and profiles. Disagreement between them gives a model a reason to hedge or name someone else.
• Schema that contradicts the page is worse than none. Prices, services or locations in markup that differ from visible copy create exactly the inconsistency you are trying to remove.

How to test it on your own site

1. Ask two or three assistants what your company does and where it operates. Note every error.
2. Check your organisation details on your site, your business register entry and your main directories. List every mismatch.
3. Fix the mismatches and the schema together, then re-run the same questions a month later. The method is in how to measure AI visibility each month.

That gives you your own evidence instead of someone else's claim.

Where it fits

Entity and schema work is the foundation of an AEO engagement, not the whole of it. Corroboration from independent sources and extractable content do the rest. We monitor and report citations monthly; we do not guarantee them.

If you would rather see where you stand first, the Free AI Audit shows how the five main assistants describe your business today and the first three fixes, delivered within two working days.

Related reading

• AEO and GEO in Norway: a guide for Nordic B2B buyers
• How to measure AI visibility each month
• llms.txt: what it does and what it does not