Why Anyone Can Launch a Shopify Store and Almost Nobody Sells
Launching a Shopify store takes a weekend now. Selling through it takes everything the weekend did not teach you. The setup got easy. Selling stayed hard.
Collaborative filtering is dead for catalogs over 5,000 SKUs and cold-start traffic. The 3 problems AI handles decisively better, the 5 patterns that make it work, and the 4-layer architecture that lifts conversion 35%.
Visitors who use search convert at 2 to 3x but only when results match intent. Keyword search returns 47 wrong items; AI semantic search returns 4 right ones. The 3 query kinds AI wins, the 5 patterns, and the 4-layer architecture.
The same 12 questions are 70% of your tickets. AI agents with full data access and bounded action authority resolve them in 30 seconds instead of 4 hours. The 3 ticket categories AI wins, the 5 patterns that avoid backlash, and the 4-layer architecture.
AI made e-commerce recommendations, search, and forecasting cheap. Whether they convert depends on your own transaction, behavior, and catalog data.