What schema actually helps AI citations in 2026, and what is wasted effort.
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What AI systems actually use from schema
What AI systems actually use from schema. Cover the practical takeaways, what to measure, and how this connects to audits, strategy, and AI search optimization.
FAQPage myths vs useful entity markup
FAQPage myths vs useful entity markup. Cover the practical takeaways, what to measure, and how this connects to audits, strategy, and AI search optimization.
Organization, Product, and Article priorities
Organization, Product, and Article priorities. Cover the practical takeaways, what to measure, and how this connects to audits, strategy, and AI search optimization.
Validation and monitoring checklist
Validation and monitoring checklist. Cover the practical takeaways, what to measure, and how this connects to audits, strategy, and AI search optimization.
| Schema type | Where it goes | AI benefit |
|---|---|---|
| Organization | Homepage / sitewide | Real: clarifies the brand entity |
| LocalBusiness | Location or contact page | Real: ties name, address, phone |
| Article / BlogPosting | Guides and posts | Real: authorship and dates |
| FAQPage | True Q&A pages only | Unproven for AI citations; useful for people |
| Product | Product templates | Real for shopping context; weak alone for GEO |
| Speakable | Rarely needed | Unproven for ChatGPT / Perplexity |
Organization
- Where it goes
- Homepage / sitewide
- AI benefit
- Real: clarifies the brand entity
LocalBusiness
- Where it goes
- Location or contact page
- AI benefit
- Real: ties name, address, phone
Article / BlogPosting
- Where it goes
- Guides and posts
- AI benefit
- Real: authorship and dates
FAQPage
- Where it goes
- True Q&A pages only
- AI benefit
- Unproven for AI citations; useful for people
Product
- Where it goes
- Product templates
- AI benefit
- Real for shopping context; weak alone for GEO
Speakable
- Where it goes
- Rarely needed
- AI benefit
- Unproven for ChatGPT / Perplexity
In short
What schema actually helps AI citations in 2026, and what is wasted effort.
