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Ten guides covering everything from what AI agents read to how Recommendation Share is measured. Built for ecommerce founders and marketers who want to understand and win the AI recommendation layer.

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Ten guides on the AI recommendation layer

02
How ChatGPT Recommends Brands
ChatGPT Shopping evaluates stores differently than Google. It reads structured data, evaluates brand entity, and scores recommendation confidence. Here is exactly how it works.
03
What AI Agents Actually Read
Human View vs AI View. Your beautiful website is not what AI sees. This guide shows exactly what signals AI agents read, extract, and evaluate when they visit your store.
04
llms.txt Explained for Shopify
Shopify added llms.txt to every store in May 2026. File existence is not enough. This guide explains what makes a good llms.txt and how to optimize yours for AI recommendation readiness.
05
AI Retrieval Signals: The 8 Factors
The eight signals AI shopping agents use to evaluate every store. Semantic Clarity, AI Readability, Trust Confidence, Intent Match, Crawlability, Commerce Accuracy, Recommendation Confidence, and External Authority.
06
How Perplexity Cites Brands
Perplexity operates completely differently from ChatGPT. It crawls in real time, weighs external citations heavily, and cites sources directly. What this means for your store and how to optimize for it specifically.
07
Recommendation Share: The New Market Share
Recommendation Share is the percentage of high-intent buying prompts in which your brand appears. It is the most important metric in AI Commerce Intelligence. This guide explains how to measure and improve it.
08
Machine-Readable Commerce
Most stores are built for humans. Machine-Readable Commerce is the practice of building for AI. Schema markup, price visibility, trust signal structure, and the architecture of a store AI can confidently recommend.
09
AI Visibility Risk: What It Costs You
52% of stores score below 50 on the AI Commerce Score. This guide explains exactly what that means in revenue terms, how to calculate your exposure, and the fastest path out of the risk zone.
10
Prompt Visibility Testing
The most direct way to measure AI Commerce visibility. Send real buyer prompts to AI systems and track whether your brand appears, at what position, and who shows up instead.
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