How do you generate schema markup?
Generate schema markup by choosing the schema type that matches visible page content, creating JSON-LD, validating it with a structured data test, and publishing it on the same page the markup describes.
Fast answer
This page gives the short definition, the operational meaning, and the next best Georion workflow for this query.
What matters most
Choose the schema type that matches the page, not the keyword you want.
Use JSON-LD because it is the easiest format to maintain.
Only mark up content users can see on the page.
Validate before publishing and monitor Search Console after rollout.
Start with the page purpose
The right schema type depends on what the page actually is: an article, FAQ, product, how-to, organization page, software page, or breadcrumb path.
Do not add schema just because a keyword looks attractive. Google's guidelines require structured data to represent the main content of the page and visible information users can read.
Create, validate, publish, monitor
Create the JSON-LD object, add it to server-rendered HTML, validate it with a structured data test, then inspect the live URL after deployment.
After Google crawls the page, monitor Search Console rich result reports and the Performance report. Valid markup can help eligibility and understanding, but it does not guarantee a rich result or ranking improvement.
Classic search vs AI search
| Dimension | Classic SEO view | AI/GEO view |
|---|---|---|
| First decision | Which keyword do we want? | Which schema type matches this visible page? |
| Format | Microdata in templates | JSON-LD script that describes visible content |
| Validation | Ship and hope | Rich Results Test, URL Inspection, and Search Console reports |
Frequently asked questions
Where should schema markup go?
Put JSON-LD on the page it describes, usually in server-rendered HTML. The markup should match visible content on that same page.
Can I add schema that users cannot see?
No. Google says structured data should represent content visible to readers and should not be misleading or irrelevant.
Does valid schema guarantee a rich result?
No. Valid structured data can make a page eligible, but Google does not guarantee rich result display.
Turn the answer into a workflow
Use the dedicated Georion workflow to test this query class, compare competitors, and convert the finding into technical SEO, content, schema, and AI visibility tasks.