Schema & Validation Guide

Understand schema evidence and ownership without assuming automatic schema generation.

V2 treats schema as one part of a broader evidence/ownership workflow. It is not positioned as an automatic “generate FAQ schema everywhere” product.

What the audit observes

The Schema skill inspects relevant structured-data evidence, ownership/conflict state, and page context. It is designed to work alongside existing SEO plugins rather than blindly duplicating their output.

Ownership and conflicts

Before changing schema-related output, confirm which plugin or theme owns it. Duplicate Article, FAQ, Product, Organization, or other schema can create confusing or conflicting markup. AI Snippets PRO should not rewrite third-party schema merely because it detects it.

Observation vs execution

Many schema/technical findings are evidence and recommendations, not automatic writes. Where the product supports an owned schema execution path, use the same review → approval → verification discipline as other supported changes.

WooCommerce and builder-managed content

WooCommerce/product pages and builder-managed pages can have specialized ownership rules. A deterministic finding can be valid even when the safe action is Needs Information or observation-only.

How to validate public structured data

  1. Make sure the intended page is publicly accessible.
  2. Clear relevant caches after an approved change.
  3. Inspect the rendered page/source and use appropriate structured-data validation tools for the schema type.
  4. Verify that the expected owner produced the markup and that duplicate/conflicting output was not introduced.

Rich-result eligibility is not guaranteed

Valid structured data can help machines understand a page, but validation does not guarantee a rich result, featured snippet, ranking improvement, or AI citation. Search engines decide what they display.

Legacy compatibility

Existing installations may still contain legacy answer/FAQ/feed data. That compatibility is not the primary V2 workflow, and retired V1 automatic snippet/schema toggles remain disabled by default.