Schema markup
Schema markup is structured metadata that tells AI engines what your content means. Not just what it says. It's the difference between "content about valves" and "FAQ with structured Q&A pairs, embedded statistics, citation-ready format." Without it, your page is a wall of text the AI has to interpret. With it, the AI knows exactly what to quote and how to attribute it.
Google and Microsoft both officially confirmed in March 2025 that their generative AI features rely on schema markup for content interpretation. Independent measurement: Mersel reports +30% lift in AI citation rate, Averi reports +67%. Depending on schema density and content type.
- Article + FAQPage + HowTo + Organization + Person schemas on every page where applicable
- Programmatic implementation (not hand-coded one-offs that break on CMS updates)
- Validation against Google's Structured Data Testing Tool, monthly
- SourceOrganization markup linking content to your brand entity
Most agencies stop at Organization schema (basic SEO). That doesn't move the needle for AI citations. The schemas that actually drive AI quotability are FAQ + HowTo + Article with proper authorship and sourceOrganization markup.