Nightshift Data
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Industries · Powersports

Powersports parts AI can match to the machine.

Riders ask AI assistants for parts by machine: year, make, model, trim. If your fitment lives in a paragraph instead of a field, the assistant can't confirm it — and recommends someone else's part.

Check a part free See an example report
Side-by-side UTV parked in a forest. Photo: Big Blue Gnu, CC BY-SA 4.0, via Wikimedia Commons.
Fitment is matched by
Year · make · model · trim
A shopper asks an AI assistant
Example

Does this winch mount fit a 2022 Can-Am Defender HD10?

Todaycan't confirm

I can't confirm. The listing doesn't include a fitment list, so I can't tell whether it fits your Defender.

With complete dataconfirmed

Yes. It's listed for 2016–2022 Can-Am Defender HD8 and HD10, and isn't compatible with models that have a factory winch.

What fitment looks like

ATVs, UTVs, dirt bikes, snowmobiles and PWC · Year · make · model · trim

  • 2016–2022 Can-Am Defender HD10
  • 2021 Polaris Sportsman 570
  • 2019–2023 Polaris RZR XP 1000
Gaps we see most
  • Fitment written in the description, not in a field
  • Vague fitment like “fits most Polaris”
  • Missing OEM cross-reference numbers
  • No position (front / rear / left / right)
What Fitcheck checks

Every attribute powersports buyers rely on

See what AI sees on your powersports pages.

Paste a product page or upload up to 10 parts. Free, no signup, results in about a minute.

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Other industries
Outboard motors on boats at a dock. Photo: W.carter, CC0, via Wikimedia Commons.
Marine

Outboards, sterndrives, boats and trailers

Engine make · model · HP · serial range
Ford F-150 pickup truck. Photo: Alexander Migl, CC BY-SA 4.0, via Wikimedia Commons.
Auto & truck

Cars, trucks and SUVs

Year · make · model · engine · drivetrain
Fifth-wheel RV trailer. Photo: Anshamblen15, CC BY-SA 4.0, via Wikimedia Commons.
RV & trailer

Motorhomes, travel trailers, toy haulers and hitches

Model · chassis · size · weight rating
Riding lawn mower. Photo: Charles & Hudson, CC BY-SA 2.0, via Wikimedia Commons.
Outdoor power equipment

Mowers, trimmers, chainsaws and generators

Equipment model · deck size · engine
Compact tractor with front loader. Photo: Novoklimov, CC BY 4.0, via Wikimedia Commons.
Ag & heavy equipment

Tractors, skid steers and excavators

Model · serial range
Row of front-load washing machines. Photo: ArtOfHappiness, CC BY-SA 4.0, via Wikimedia Commons.
Appliance parts

Washers, dryers, refrigerators and ranges

Appliance model number
Gravel bicycle. Photo: Jeff Dieffenbach, CC BY 4.0, via Wikimedia Commons.
Bicycle parts

Road, mountain and e-bikes

Wheel size · axle · drivetrain · brake mount