Solving the Fitment Problem with On-Device AI: A Practical Demo
If you’ve ever built or maintained a parts catalog — brake pads, spark plugs, filters, wiper blades, anything model-specific — you already know the hardest part isn’t storing the data. It’s matching a customer’s vehicle to the right SKU. This is the fitment problem, and it’s harder than it looks. Why fitment matching is deceptively hard A parts catalog usually stores compatibility as…















