NBFS field notes
NBFS field notes
Year Make Model filter, vehicle parts finder & AI fitment search for auto parts stores.
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Collected facts
AutoFit AI is the complete vehicle parts finder for automotive, powersports & aftermarket stores. Shoppers search parts by Year Make Model (YMM), registration plate (VRN) or VIN lookup, and verify fitment on every product page before checkout, boosting conversions and cutting returns. Bulk-import fitment data via CSV, save vehicles with My Garage, show compatibility tables, and let the AI assistant answer fitment questions instantly. Installs in minutes on any theme.
Structured evaluations
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| Metric | Median | Responses | Distribution 1→5 |
|---|---|---|---|
| Setup & Ease of Use | — | 0 | 0 / 0 / 0 / 0 / 0 |
| UX/UI | — | 0 | 0 / 0 / 0 / 0 / 0 |
| Listing Accuracy | — | 0 | 0 / 0 / 0 / 0 / 0 |
| Reliability & Performance | — | 0 | 0 / 0 / 0 / 0 / 0 |
| Support | — | 0 | 0 / 0 / 0 / 0 / 0 |
| Value for Money | — | 0 | 0 / 0 / 0 / 0 / 0 |
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External NBFS sticker
The SVG updates when this app graduates or is archived. It is a listing marker, not a quality certification.