nqzaiBlogTag archive
Large sites accumulate contradictory structured data — two Organization schemas, mismatched Product prices — as templates, plugins, and migrations pile up. Here's how to find it, why it confuses both Google and AI search systems, and how to fix it at the template level instead of page by page.
Schema markup breaks silently — a renamed field, a missing required property, a template change — and nobody notices until rich results disappear. Here's a repeatable validation workflow, the tools that actually check different things, and why passing every test still doesn't guarantee AI citation.
Google says schema isn't a ranking or AI-citation lever. Here's the real evidence on what structured data does — and doesn't — do for AI search visibility.
