AI · Marketplace · Full stack

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DriveLens Market Lab

Explainable vehicle discovery with private comparison and optional image-assisted matching.

DriveLens Market Lab landing page presenting explainable vehicle discovery tools

Overview

What the project is designed to do

A fictional Canadian vehicle marketplace lab with a twelve-car catalogue, filters, comparisons, finance education, and explainable Smart Match that remains useful without an AI provider.

Visitors can search, filter, compare, save, and inspect durable vehicle pages, then see why catalogue records fit their priorities.

An optional same-origin image flow analyzes visible attributes and returns catalogue similarities without storing the image.

Problem

What needed to change

Vehicle marketplaces can hide why recommendations fit, while image-recognition demos can imply unsupported capability or retention.

Solution

How the release responds

Combine a fictional catalogue with explainable matching, educational tools, clear boundaries, and a deterministic non-AI path.

Key features

What visitors can use

  • Search, filters, saves, and comparison
  • Explainable Smart Match
  • Educational finance planner
  • Local test-drive reminders
  • Read-only admin demo

Implementation

How it was built

  1. 01

    A dependency-free build generates 28 documents.

  2. 02

    Browser storage preserves saved, comparison, and reminder state.

  3. 03

    A same-origin function validates optional images under 4 MB before guarded analysis.

Architecture

Delivery shape

Static catalogue and planning pages use three narrow functions for health, vehicle data, and optional image-assisted matching.

Product boundary

What this release does not claim

  • All vehicles, prices, dealerships, and availability are fictional
  • No sales, reservations, payments, financing applications, accounts, or VIN verification

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