AI Fitment Test Page
Verified Fitment First AI Summary Second
This test assistant uses LFI-approved fitment records before the AI writes anything. The model can explain and rank approved options, but wheel size, PCD, bore, load target, product links, and matched photos come from verified LFI data.
Verified dataCompatibility is filtered before the AI call.
3 stylesAt least three approved wheel directions when available.
Manual reviewLFI confirms trim, brakes, tire target, and clearances.
Live Result
Vehicle-SpecificRecommendation
The result area stays hidden until a verified request completes. Use this page to test the API, rendering, and response structure before adding the widget to the homepage.
Vehicle overview
Platform warning
Final confirmation
Approved Wheel Styles
Three DirectionsFrom LFI Data
Safety Logic
What The AICannot Invent
The assistant can summarize and rank approved choices. It does not create PCD, center bore, wheel size, tire size, brake clearance, spacer requirements, load rating, or trim-specific compatibility.
Vehicle validation
Year, make, generation label, size, and email are checked before a model request is allowed.
Approved data filter
The backend filters fitments and products first, so the model only sees eligible candidates.
LFI review remains
Trim, brake package, tire target, ride height, center-cap plan, and final clearances are confirmed by LFI before production.
Current test data: Tesla Model 3 Pre-Highland, Model 3 Highland, Model Y Gen 1, and Model Y Juniper. This page is built to expand as more fitment guide records are converted into structured data.
Next Step
Test the assistant before homepage launch
Use this page to confirm the form flow, approved-size filtering, matched photos, platform warnings, and wheel recommendation cards on real Shopify origin before moving the experience into the homepage.