Automotive & mobility
Nine models, 240-part accessory range
A 240-part accessory range across nine motorcycle models, sold from a printed catalogue with fitment tables. Dealers routinely ordered parts that did not fit the variant in their showroom, and returns ran at 18%.
Every accessory modelled against every compatible bike variant, with fitment encoded as constraints. The customer picks their bike first; incompatible parts simply do not appear. AI-assisted retopology brought 240 supplier CAD files into budget in three weeks rather than three months.
“The fitment table had been wrong in four places since 2021. The rule graph found it in an afternoon because the geometry disagreed with the spreadsheet.”
More work
Figures on this page are illustrative composites, not audited client metrics, and the client is unnamed by design. They indicate what this kind of engagement is worth measuring — not what it is guaranteed to return.
Tell us the option count, the CAD you already have and the frame budget you need to hit. An engineer reads it and replies with a straight answer — including when the answer is that good photography would serve you better.
We reply to every enquiry within one business day, in your timezone — with a frame budget, not a brochure.