Do I Need to Rebuild My Store for AI?
If AI is changing how customers arrive, do merchants really need to rebuild everything, or are they solving the wrong problem?
Thoughts on product governance, catalog intelligence, and the future of how AI discovers and recommends your brand.
If AI is changing how customers arrive, do merchants really need to rebuild everything, or are they solving the wrong problem?
AI can recommend products at scale, but understanding what a product actually is, who it's for, and when it's a bad fit is still a major blind spot.
AI is becoming the front door to shopping. What changes for Shopify merchants, and what doesn't, when discovery shifts from browsing to asking?
Search engines are evolving into answer engines. If your product data is optimized for keywords instead of semantic understanding, you are becoming invisible.
Why flat CSVs are dying and how knowledge graphs are becoming the standard infrastructure for modern commerce.
Most product descriptions are written for humans, not models. Here is how to restructure your attributes so AI agents can actually recommend your products.