01 · Interprets
Source: AI
AI structures the request.
“I need front brake pads for a 2019 Mazda CX-5 2.0.”
- Make
- Mazda
- Model
- CX-5
- Year
- 2019
- Engine
- 2.0
- Position
- Front
Request complete: nothing missing
Automotive parts
The right part for every vehicle.
Kumora interprets make, model, year, engine and position, checks fitment and suggests alternatives with stock, price and margin.
How Kumora reasons
- 1Make
- 2Model
- 3Year
- 4Engine
- 5Part
- 6Position
- 7Compatibility
- 8Alternatives
02 · Rules out
Source: Rule
Your compatibility rules filter.
63text matches → compatible
- Front brake pads · Option ACompatible
- Rear brake pads · Option ARuled out: Rear axle
- Front brake pads · Option CRuled out: 2.5 engine
- Front brake pads · Option DRuled out: Year not covered
- Front brake pads · Option ECompatible
- Front brake pads · Option BCompatible
search ≠ compatibility
What makes selling hard
One part, many fitments
The same part fits some trims, engines and years, and not others.
Equivalents across brands
Original and aftermarket references that sellers cross-check by hand.
Incomplete requests
Customers leave out the engine, the axle or the year.
Typical catalogs
- Brakes
- Filters
- Suspension
- Lubricants
- Batteries
- Electrical parts
Automotive parts
What Kumora does
Fitment by vehicle
Compatibility by make, model, year, engine and position.
Equivalents
Original and aftermarket references connected.
Alternatives with stock
When a part is out of stock, the next valid option.
Margin rules
Discounts checked against your commercial policy.
Try Kumora with a real request.
With your products, your rules and the requests that slow your team down today.
Optional. The text is only copied into your request and is not sent until you complete the form.