Schema is the one place an AI-generated shortcut can quietly create a Google Search Console penalty for structured-data spam. The prompts below draft valid JSON-LD from a page’s actual content — the discipline is making sure nothing gets invented along the way.
Choosing a Schema Type
- “Given this page’s content [paste], which schema type (Article, FAQPage, HowTo, Product, DefinedTerm) actually fits it, and why?”
- “Does this page already have Article schema applied sitewide by my SEO plugin — should I add anything on top, or would that create duplicates?”
- “Would HowTo schema help this page [describe], given it’s currently a numbered list rather than sequential steps?”
Drafting the JSON-LD
- “Given this page’s actual FAQ section [paste the real questions and answers], draft valid FAQPage JSON-LD — use only the Q&A shown, don’t add or invent any.”
- “Draft BreadcrumbList schema for this page path: [describe the real hierarchy, e.g. Home > Blog > Category > Article].”
- “Draft a DefinedTerm schema entry for this glossary term using this exact definition: [paste real definition].”
Reviewing Existing Schema
- “Review this JSON-LD [paste] against schema.org’s required properties for [type] — what’s missing or malformed?”
- “Does this page have two schema blocks of the same @type that should be merged or deduplicated?”
- “Would this schema markup [paste] pass Google’s Rich Results Test, based on the required and recommended fields for [type]?”
Guardrails
The single most important rule for AI-assisted schema work: never let the model add a question, answer, field value, or rating the source page doesn’t actually contain. Structured data that doesn’t match the visible page content is a policy violation, not just a quality issue — it can trigger a manual action. Every prompt in this article should be read alongside the source content, and every output checked line-by-line against that source before publishing. Use our own schema markup generator or Google’s Rich Results Test to validate the output before it goes live.
- Always paste the page’s actual content into the prompt — never ask the model to guess or invent Q&A, ratings, or fields.
- Check whether your SEO plugin already emits Article/WebPage/Organization schema before adding your own — duplicates are a common, avoidable mistake.
- Validate every generated schema block against Google’s Rich Results Test before publishing.
Frequently Asked Questions
Can AI-generated schema get a site penalized?
Structured data that doesn’t match the visible page content violates Google’s structured data guidelines and can trigger a manual action — always verify the output matches real, visible content before publishing.
Do I need FAQPage schema on every article?
Only if the page has a genuine, visible FAQ section — adding FAQPage schema to a page without matching visible Q&A is exactly the kind of mismatch that violates the guidelines.
My SEO plugin already adds schema — do I need more?
Check what it covers first (commonly Article, WebPage, Organization, BreadcrumbList) and only add types it doesn’t already own, like FAQPage or a specific ItemList, to avoid duplicate schema blocks.
Further reading & sources
- Structured data general guidelines — Google Search Central
- WordPress Schema Plugins Compared — Plain Intelligence
See how your site actually shows up in AI search. An AI visibility audit maps where you’re cited, where you’re invisible, and what to fix first — in plain English.
Get your AI visibility auditTry the free SEO tools →
Prefer self-serve? The interactive checklists turn guides like this one into a working to-do list.
Keep reading in AI SEO
Get one email when something genuinely changes
AI search moves fast and most of it is noise. We send one short email when a real shift is worth your time. Unsubscribe anytime.
Published by Plain Intelligence — practical AI SEO, GEO, and technical SEO, documented in plain English. About Plain Intelligence →
↑ Back to AI SEO · Explore all articles · Free tools & resources · Glossary