Product content
9 articles
Nobody Talks About Your Brand Yet. AI Can Still Recommend Your Products
A brand with no press and no reviews can still land on the shortlist when a shopper asks ChatGPT or Google AI Mode for a specific product. What assistants read for product answers, where cold-start brands lose, and three moves that need no mentions.
How to Evaluate AI Catalog Management Software When Your Team Is Three People
Lean ecommerce teams keep asking the same three questions: what is different from our agency, can we do this in ChatGPT ourselves, and how do we prove it worked. Use this checklist to answer them before you sign.
Query Fan-Out: Why AI Shows Your Product One Time and Not the Next
Why does one query return us and the next not? Query fan-out is the answer. Google splits a shopping question into sub-questions and assembles the answer from pages that cover them. Here is how it works, why engines disagree, and what to fix on the page and in the feed.
L'Oréal Pays OpenAI to Get Found in ChatGPT. What Does Your Beauty Brand Do?
When shoppers ask ChatGPT for the best retinol or a shampoo for fine hair, which brands pull up? L'Oréal is paying for the answer. Here is how a lean beauty team gets there through product information.
Why ChatGPT Recommends You on One Question and Skips You on the Next
AI search grades your product data twice before it answers. That is why you appear for one shopper question and vanish on the next. How the retrieve, grade and re-retrieve loop works, and what a lean ecommerce team can check.
Shopify Products Not Showing in ChatGPT? Check Eligibility Before Rewriting
Your Shopify store is connected to ChatGPT but a product never shows up. Check channel eligibility, Shopify Catalog requirements, product facts and crawler settings before rewriting the catalog.
Can AI Shopping Assistants Read Your Product Pages? A Checklist
A product page checklist for ecommerce leads who want to know what AI shopping assistants can actually read before they spend on AI visibility. Structured data, content depth, feed distribution and crawler access, with sources.
We Asked AI Assistants for the Best Sneakers. Here Is Why Nike Kept Showing Up
We asked ChatGPT, Google AI and Perplexity 75 unbranded sneaker questions in March 2026. Nike appeared in every one. What its product data got right and where even Nike has gaps.
AI Visibility vs Ecommerce SEO: What Changes When You Already Have an Agency
You already have an SEO agency and Semrush. Here is what AI visibility shares with ecommerce SEO, what it adds, what to measure, and how to decide what to fix first.