Two sources of value: sales you win when AI assistants can confirm the fit, and wrong-fit returns you stop paying for. Every assumption is editable.
Replace the defaults with your own figures.
¹ Lift = attribute gap × 12% — assumption, adjust to your data. Conservative and optimistic use 4% and 18%.
Defaults: 15% return rate, 43% of returns from wrong fit, 33% of those avoided with complete fitment data.
Estimates, not guarantees. Assumptions are industry figures and vendor claims; replace them with your own numbers.
Run a free check on a few parts — the report fills in the gap from your own data and recalculates.