Resources

AI commerce visibility, measured

GEO strategy, MCP readiness, and citation lift — practical guides for merchants and agencies adapting to AI shopping discovery.

GEO

Why AI shopping citations matter for commerce brands

ChatGPT, Claude, Gemini, and Perplexity are becoming discovery surfaces. Here is how to measure whether your store gets cited — and what to do when it does not.

May 30, 2026 · 1 min read

Featured topics

  • GEO & citation measurement
  • MCP endpoint setup
  • Shopify catalog legibility
  • Before/after audit methodology

Latest

All posts

Research-backed notes on AI shopping visibility and agent-ready commerce.

MCP

MCP readiness checklist for Shopify merchants

A practical checklist to make your Shopify catalog legible to AI agents — llms.txt, schema, inventory freshness, and a live MCP endpoint.

May 21, 2026 · 1 min read

GEO

What is citation lift?

Citation lift is the measurable increase in LLM mentions of your store when you add MCP and llms.txt context — the core metric behind Agentic Shelf audits.

May 14, 2026 · 1 min read