Citation GEO
Citation GEO is structured docs, FAQs, schema, and machine-readable discovery files so models and crawlers reference your brand correctly. It supports Shelf GEO; it is not a substitute for an official ChatGPT or Claude app.
Citation GEO is the owned surface a model can quote without guessing. Four pieces do most of the work.
We build mcp.yourbrand.com/docs with tool tables, privacy, troubleshooting, and example queries — the surface store reviewers and enterprise buyers expect, not a PDF handover.
Machine-readable endpoint, tool list, and prompt hints on your domain — a surface many vendor deployments skip but autonomous agents and power users rely on.
Structured answers on an owned subdomain help AI Overviews and chat models cite consistent facts about your product, data policy, and click-out rules.
Verbatim MCP URL snippets for homepage footer, press, and email — often the #1 discovery path before directory indexes catch up.
Included in Managed MCP Apps Launch — not a separate PDF consultancy.
Goal
Primary surfaces
Competition
In our stack
It overlaps — schema, FAQs, and strong docs help Google and AI Overviews too. Citation GEO specifically targets machine-readable discovery (llms.txt, tool docs, owned subdomain) that generic marketing pages often omit.
Sometimes for research-heavy categories, but conversion is weaker than Shelf GEO where the model runs your tools and widget. We recommend both layers in Launch engagements.
Yes — mcp.yourbrand.com/docs on the same subdomain as the MCP server. Reviewers, security teams, and crawlers see one coherent brand surface.
Shelf GEO is the official app layer. Citation GEO makes that launch durable for crawlers and text answers. See our Shelf GEO spoke for the store-side playbook.
Citation GEO ships with Managed MCP Apps — request a scoping call and we map docs + store timeline together.
Request a directory launch