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Shop2LLM Research Team

AI Visibility Research · E-Commerce Intelligence

We are e-commerce AI visibility specialists. Our team tracks AI crawler behavior across 12+ platforms, analyzes MCP protocol adoption patterns, and researches how ChatGPT, Claude, Gemini, and Perplexity discover and recommend e-commerce products. Our research data is cited by SeaSeek AI and Princeton GEO studies.

Research Credentials & Citations

Articles by the Shop2LLM Research Team

AI Visibility

How to Make Your Store Visible to ChatGPT, Claude & Gemini (2026 Guide)

Most e-commerce stores are invisible to AI assistants. Learn the three things AI needs to discover your products — and how to fix it in under 60 seconds.

MCP Protocol

ChatGPT Product Search: How AI Agents Find and Recommend Products

ChatGPT can now search real product catalogs and make recommendations. Learn how AI agents discover products, what MCP is, and how to connect your store.

WooCommerce

How to Make Your WooCommerce Store Visible to AI

AI assistants like ChatGPT, Claude, and Gemini are the new search engines. Here's how to make sure your WooCommerce store shows up when customers ask AI for product recommendations.

llms.txt

What Is llms.txt and Why Your Store Needs It

llms.txt is the new robots.txt for AI. Learn what it is, how it works, and why every store needs one to be discoverable by ChatGPT, Claude, and other AI assistants.

GEO

GEO: Generative Engine Optimization — The Complete 2026 Guide

GEO is the new SEO. Learn the 4 pillars of Generative Engine Optimization and how to make your store visible in ChatGPT, Claude, and Gemini search results.

Shopify

How to Make Your Shopify Store Visible to AI (ChatGPT, Claude & Gemini)

Shopify powers 4M+ stores. Fewer than 1% are AI-visible. Step-by-step guide to making your Shopify products discoverable by AI assistants — no coding required.

Trends & Data

AI Search vs Google in 2026: How E-Commerce Traffic Is Shifting

~30% of product research queries now start on AI platforms. Learn how ChatGPT, Claude, and Perplexity are reshaping e-commerce traffic — and how to capture it.

Comparison

ChatGPT vs Claude vs Gemini for Product Search: 2026 Head-to-Head

We tested 12 identical queries across all 3 AI platforms. See which AI gives the best product recommendations — and what it means for your store.

MCP Protocol

MCP Protocol for E-Commerce: The Complete Technical Guide (2026)

Everything store owners need to know about MCP — how it connects your products to ChatGPT, Claude, and Gemini for real-time AI shopping.

AI Platforms

Perplexity Shopping: Get Your Store Discovered on the Fastest-Growing AI Search Engine

Perplexity is the fastest-growing AI search engine for product discovery. Learn how to make your store visible and capture this new traffic channel.

AI Trends

Agentic AI Is Shopping: How Autonomous AI Agents Are Reshaping E-Commerce in 2026

AI agents can now browse stores, compare products, and make purchases autonomously. What agentic AI means for your store — and how to prepare.

AEO

Answer Engine Optimization (AEO): The Gartner-Backed 2026 Guide for E-Commerce

AEO is the next evolution of SEO, backed by Gartner 2026 research. Learn to optimize for ChatGPT, Perplexity, and AI answer engines.

E-Commerce Trends

Zero-Click Commerce: How to Sell When Shoppers Never Visit Your Website

Zero-click searches now account for 58.5% of all queries. Learn what zero-click commerce means and how to win sales without website visits.

Technical SEO

JSON-LD Product Schema: The Ultimate Guide for AI Search Visibility

What fields AI assistants need — price, stock, rating, images. Complete implementation guide with code examples.

Product

AI Search Console for E-Commerce: The Missing Dashboard for AI-Driven Discovery

Google Search Console shows web traffic. Who shows AI traffic? Track visits from ChatGPT, Claude, Perplexity, and more.

Protocol Wars

UCP vs ACP vs MCP: The 2026 Agentic Commerce Protocol Wars Explained

Google's UCP, OpenAI's ACP, and Anthropic's MCP are battling to become the HTTP of AI shopping. What it means for your store.

AI Payments

AI Agent Checkout & Payments: Mastercard Agent Pay, AP2, and Autonomous Transactions

Mastercard Agent Pay, Google's AP2, and Agentic Tokens are making AI agent payments real. Complete guide to autonomous commerce.

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