For Builders

You built your product with AI. Now make it visible to AI.

Sites shipped with Lovable, Bolt, v0, and Claude Code look great — and usually have zero AEO/GEO structure. Beautiful front end, invisible to the answer engines your buyers ask.

No questions, no call — just run the diagnostic.

The pattern

AI-built front end, no machine-readable back end.

Across the AI-built sites we scan, the same gaps repeat: no FAQ or HowTo schema, single-page-app shells that render content in JavaScript, and no llms.txt — so AI engines can't reliably read or quote the site. The design is production-grade; the structure that earns citations isn't there yet.

What EntityMesh adds

The structure AI engines need — without touching your app.

Additive infrastructure. We never change your app code, CMS, or product — we add the layer that makes it citable.

  • Schema (JSON-LD) so engines can safely quote your pages
  • Entity markup that ties your product to who it's for
  • Structured, answer-first content for the questions buyers ask
  • llms.txt and AI-crawler access so engines can read you
  • A hosted support/answer hub that becomes your citable source