Entity & schema for AI visibility

Model products, organizations, and specifications so engines can disambiguate and cite you.

Updated 2026-09-29

Entity modeling aligns your site to how engines reason:

• Organization: Manufacturer, divisions, and brands with stable URLs and sameAs to official registries.
• Product: Families and variants with Product/Offer markup and consistent part IDs.
• Attributes: Material, size, rating, standards — normalized and unit‑safe.
• Relations: “is replacement for”, “compatible with”, “used in application”.

Use schema.org for broad coverage and add machine‑readable tables for details engines still struggle to parse. Favor data that round‑trips: the same IDs appear in your sitemaps, tables, JSON‑LD, and downloads.

See also

• schema.org for industrial products
• Product taxonomy & attributes
• Knowledge graphs for manufacturers