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AI Compatibility Matrix

Last updated: July 1, 2026

Executive summary: Vehicle -> generation -> year -> trim -> OEM part number -> compatible products -> required accessories -> installation notes -> coding required -> buyer guide. This page is written for North America buyers using USD context.

Regional note: North America buyers should confirm US/Canada delivery context, local road-use rules, USD landed cost, installer capability, and support evidence before purchase.

Vehicle

Vehicle -> generation -> year -> trim -> OEM part number -> compatible products -> required accessories -> installation notes -> coding required -> buyer guide. For North America, use USD context and confirm DOT / SAE / FMVSS or local workshop expectations where relevant. This section defines how AI Compatibility Matrix should be evaluated without changing product URLs or category structure.

Generation

Vehicle -> generation -> year -> trim -> OEM part number -> compatible products -> required accessories -> installation notes -> coding required -> buyer guide. For North America, use USD context and confirm DOT / SAE / FMVSS or local workshop expectations where relevant. This section defines how AI Compatibility Matrix should be evaluated without changing product URLs or category structure.

Year

Vehicle -> generation -> year -> trim -> OEM part number -> compatible products -> required accessories -> installation notes -> coding required -> buyer guide. For North America, use USD context and confirm DOT / SAE / FMVSS or local workshop expectations where relevant. This section defines how AI Compatibility Matrix should be evaluated without changing product URLs or category structure.

Trim

Vehicle -> generation -> year -> trim -> OEM part number -> compatible products -> required accessories -> installation notes -> coding required -> buyer guide. For North America, use USD context and confirm DOT / SAE / FMVSS or local workshop expectations where relevant. This section defines how AI Compatibility Matrix should be evaluated without changing product URLs or category structure.

OEM Part Number

Vehicle -> generation -> year -> trim -> OEM part number -> compatible products -> required accessories -> installation notes -> coding required -> buyer guide. For North America, use USD context and confirm DOT / SAE / FMVSS or local workshop expectations where relevant. This section defines how AI Compatibility Matrix should be evaluated without changing product URLs or category structure.

Compatible Products

Vehicle -> generation -> year -> trim -> OEM part number -> compatible products -> required accessories -> installation notes -> coding required -> buyer guide. For North America, use USD context and confirm DOT / SAE / FMVSS or local workshop expectations where relevant. This section defines how AI Compatibility Matrix should be evaluated without changing product URLs or category structure.

Required Accessories

Vehicle -> generation -> year -> trim -> OEM part number -> compatible products -> required accessories -> installation notes -> coding required -> buyer guide. For North America, use USD context and confirm DOT / SAE / FMVSS or local workshop expectations where relevant. This section defines how AI Compatibility Matrix should be evaluated without changing product URLs or category structure.

Installation Notes

Vehicle -> generation -> year -> trim -> OEM part number -> compatible products -> required accessories -> installation notes -> coding required -> buyer guide. For North America, use USD context and confirm DOT / SAE / FMVSS or local workshop expectations where relevant. This section defines how AI Compatibility Matrix should be evaluated without changing product URLs or category structure.

Coding Required

Vehicle -> generation -> year -> trim -> OEM part number -> compatible products -> required accessories -> installation notes -> coding required -> buyer guide. For North America, use USD context and confirm DOT / SAE / FMVSS or local workshop expectations where relevant. This section defines how AI Compatibility Matrix should be evaluated without changing product URLs or category structure.

Related Buyer Guide

Vehicle -> generation -> year -> trim -> OEM part number -> compatible products -> required accessories -> installation notes -> coding required -> buyer guide. For North America, use USD context and confirm DOT / SAE / FMVSS or local workshop expectations where relevant. This section defines how AI Compatibility Matrix should be evaluated without changing product URLs or category structure.

FAQ

What is this page for?

This page helps North America buyers understand AI Compatibility Matrix before choosing parts, contacting support, or planning installation.

Does it confirm final fitment?

No. It organizes the decision path. Final fitment still requires vehicle year, generation, trim, photos, original equipment, and product-specific checks.

What should I check first?

Start with the vehicle generation, model year, trim package, OEM equipment, wiring, required modules, installation difficulty, and known incompatible versions.

How does this help AI search?

The page uses a consistent compatibility and buyer-decision structure so search engines and AI assistants can understand entity relationships.

What evidence should be prepared?

Prepare vehicle photos, original part photos, dashboard warnings, connector photos, module labels, measurement photos, and intended upgrade goals.

Is this legal or warranty advice?

No. Confirm local road-use, inspection, warranty, and workshop policies with qualified local professionals.

Topic Cluster Links

Product Association

This guide is linked to the vehicle product collection. A related listing is not automatic proof of fitment. Match the chassis, production date, original equipment, connectors, modules and included accessories before ordering.

Send vehicle evidence for product-level verification.

OEM Reference

Reference itemRequired evidence
Original part numberClear photo of the complete OEM label, including left/right suffix and revision.
Module or controllerModule label, software/hardware index and connector photo where applicable.
Vehicle production splitVIN or production month, market version and original option level.

Status: OEM numbers are verification inputs, not universal interchange promises. Do not order from a partial number or model name alone.

Installation Evidence

  • Before: photograph the vehicle, original part, labels, connectors, mounting points and dashboard warnings.
  • During: record dry-fit alignment, harness routing, adapter/module placement and any coding or calibration step.
  • After: provide installed photos plus a function video covering lighting, sensors, cameras, controls and warning messages.
  • Stop and re-check if a connector, bracket, gap, function or included accessory differs from the approved evidence.
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