Case Study: DadCrafted Decor Achieves Faster Cabinet Finish Decisions with App Verticals AI Visualization

DadCrafted Decor reaches 92% cabinet segmentation accuracy with App Verticals

The custom cabinetry business DadCrafted Decor faced a challenge where its customers struggled to visualize new cabinet finishes from small wood samples, leading to a prolonged and costly decision process that often required multiple showroom visits. To address this, they partnered with App Verticals to develop a custom AI visualization tool that could work with real customer photographs.

App Verticals built a custom YOLO-based computer vision model trained specifically on cluttered, low-light customer photos to accurately detect and segment cabinets, drawers, and fittings. This solution achieved 92% segmentation accuracy on real-world images and allowed customers to visualize new finishes instantly on their own kitchens. The implementation reduced the average number of required showroom visits from three down to one, significantly compressing the sales cycle for DadCrafted Decor.

DadCrafted Decor