How AI shopping agents discover, evaluate, and recommend products — and what you can do about it.
The llms.txt standard is gaining traction in ecommerce. But creating the file without fixing the content it points to is putting a signpost in front of an empty store. Here's what the file actually does, what it doesn't, and the correct order of operations.
ChatGPT now recommends specific products with prices, images, and buy links. Here's how it discovers products and what merchants can do about it.
SEO got your products into Google's index. GEO gets them into AI answers. Here's what merchants need to know about optimizing for generative engines.
A curated collection of guides, documentation, and analysis for merchants preparing their product data for AI-powered discovery.
Your product pages have JSON-LD markup. But are you using the fields that AI shopping agents actually need? These six are missing from most stores.
AI readiness gaps aren't the same across every product category. Here's what apparel, electronics, and beauty merchants each get wrong — and what good looks like.
Google's helpful content guidance and AI commerce optimization aren't at odds. They're saying the same thing: be specific, be honest, be useful.
AI shopping agents don't read your marketing copy. They read your JSON-LD. Here's what they look for, what most stores get wrong, and how to fix it.
AI shopping agents read your product feed before they ever visit your website. If your feed is thin, stale, or sloppy, you're invisible — no matter how good your site looks.
A step-by-step guide to adding JSON-LD Product markup to your product pages — from minimum viable schema to a complete implementation with reviews, ratings, and offers.
A deep dive into the six dimensions that determine whether AI shopping agents recommend your products.
91% of online stores are invisible to ChatGPT, Perplexity, and Google AI Mode. Here's why — and what to do about it.