Visual Search for Retail: Hard-Won Lessons From Our Implementation Journey
Three years ago, our e-commerce merchandising team faced a brutal reality: despite investing heavily in product catalog management and personalized recommendation systems, our conversion rate remained stubbornly flat while cart abandonment hovered above 70%. Customers were arriving on our site, browsing dozens of product pages, and leaving without adding a single SKU to their carts. After months of A/B testing checkout flows and tweaking our product-to-page mapping, we realized the problem wasn't how we were selling—it was how customers were searching. They didn't know what to type, and our traditional keyword-based search couldn't bridge that gap. That's when we discovered the transformative potential of image-based product discovery, and it fundamentally changed how we thought about customer journey mapping. The shift toward Visual Search for Retail didn't happen overnight, and our path was filled with expensive missteps that taught us what the whitepapers never ...