Nightshift Data
Industries · Bicycle parts

Bike parts AI can match to the build.

Cyclists shop by standard: wheel size, axle spacing, drivetrain speed, brake mount. Miss one and the AI assistant can't say whether your part works with their bike.

Gravel bicycle. Photo: Jeff Dieffenbach, CC BY 4.0, via Wikimedia Commons.
Fitment is matched by
Wheel size · axle · drivetrain · brake mount
A shopper asks an AI assistant
Example

Will this cassette work with my 12-speed Shimano Deore drivetrain?

Todaycan't confirm

I can't confirm. The listing gives the range but not the speed count or freehub type.

With complete dataconfirmed

Yes. It's a 12-speed cassette for Shimano Micro Spline freehubs, which Deore 12-speed uses.

What fitment looks like

Road, mountain and e-bikes · Wheel size · axle · drivetrain · brake mount

  • 12-speed Shimano Micro Spline
  • 29 in · 148 mm Boost
  • Flat-mount brakes
Gaps we see most
  • Freehub or axle standard missing
  • Speed count only in the title
  • Compatibility notes in free text
What Fitcheck checks

Every attribute bicycle parts buyers rely on

See what AI sees on your bicycle parts pages.

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

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