What does AI-optimized product data actually look like? In this episode, we walk through a real before-and-after of a Shopify product listing — a ceramic pour-over coffee dripper — and break down exactly what needs to change and why.
We cover the specific issues AI shopping agents have with beautifully written but data-poor listings, how to restructure titles, descriptions, tags, and metafields to answer the questions agents are asking, and how to preserve your brand voice while adding the structured information agents need to recommend your products.
If you've been wondering what "optimizing for AI agents" actually means in practice, this episode shows you exactly what the work looks like on a real product listing.