Customers struggle to find the exact part name online (e.g., brake caliper, engine mount). Keyword-based search fails when buyers don’t know technical terms.
solution
Our Solution
We built a visual search system where customers can upload a photo of a spare part, and AI instantly matches it to catalog SKUs.
Tools we used
Approach
Step-by-Step Workflow
Step 1
Customer uploads photo of part.
Step 2
AI analyzes shape, dimensions, and features.
Step 3
Match against parts catalog using vector similarity search.
Step 4
Show purchase-ready matches.
Quantifiable Benefits
Higher accuracy in part discovery
%
Reduction in customer drop-offs
0%
Faster product selection time
%
Increased impulse purchases of hard-to-search parts
0%
Who’s Using This
Bosch aftermarket solutions
AutoZone & NAPA apps
Motorcycle spare parts eCommerce platforms
Why It Matters
Visual search removes friction, letting customers find the right part instantly without needing technical knowledge.
case studies
Real Results. Real Impact.
See how these use cases helped industry leaders transform operations with AI & XR.