Conflicting facts
Different names, descriptions, addresses, service definitions, or credentials across visible pages.
Schema and Entity Architecture
Schema and Entity Architecture keeps the facts in your pages and structured data in agreement. Your team gets one approved source and simple rules for keeping it accurate.
Where inconsistencies appear
Names, descriptions, services, people, locations, and IDs often disagree across pages and plugins. We create one approved source and show how the facts connect.
Different names, descriptions, addresses, service definitions, or credentials across visible pages.
Page code uses changing IDs or does not clearly connect back to the main business and website.
Several tools add different facts because nobody owns one shared checking process.
What we establish
We connect approved business facts to the structured data that search and AI tools can read. Then we leave simple rules for keeping both versions the same.

A clear map of the businesses, people, services, products, locations, and topics that need one stable identity.
One approved set of names, descriptions, URLs, IDs, and relationships with a clear owner.
Structured data uses the same facts people can read on the page.
Practical validation, documented ownership, and a maintenance handoff for future updates.
Build standards
Markup describes visible, accurate information rather than claims created only for crawlers.
IDs and core relationships remain consistent across pages, locales, and deployments.
A named system or team controls the facts and review process.
Choose your next step
Use the free snapshot for a quick first check. Book a short call when you already know the problem and want to discuss the work.
FAQ
No. It labels facts more clearly, but search and AI tools decide how to use them.
Only types that match the business and the visible page. We choose the exact setup after reviewing the facts and pages.
Sometimes. We assess duplication, control, and validation. A plugin can remain when it supports the governed model without producing conflicting output.
The page and structured data should use the same shared source. The final handoff names the owner and the rules for checking updates.
Yes, when you already know that business facts or structured data disagree. Otherwise the AI Visibility Audit can show whether this should come first.