Fitment is the question space

Auto-parts buyers ask fitment questions: "does this fit a 2019 F-150", "OEM-equivalent brake pads for W205 C-Class". Engines answer from whoever publishes structured, complete compatibility data. A parts brand without machine-readable fitment tables is invisible to the category's highest-intent queries — no amount of brand content substitutes.

The trust layer

Counterfeit anxiety dominates the category's reputation questions. Publish: certification facts (IATF 16949, E-mark, DOT as applicable), warranty terms in quotable lines, and anti-counterfeit verification (serial checks, authorized-channel lists). Engines answer "is [brand] legit auto parts" from exactly this material.

Source graph

Fitment aggregators and parts directories, marketplace reputation (Amazon/eBay Motors), forum presence in model-specific communities (where the enthusiast verdict forms and engines read it), and trade distribution press.

First 90 days

  1. Structured fitment tables on top product lines.
  2. Certification + warranty answer blocks.
  3. Marketplace reputation audit.
  4. Two model-community presences begun authentically.

Frequently asked questions

We sell through distributors — why do we need our own GEO presence?
Because buyers ask AI about brands, and engines answer from whoever's facts exist. If only distributor listings carry your data, the distributor's brand accrues the trust. Own the spec/fitment/warranty layer even when the transaction happens elsewhere.