🎯 Vehicle Image System Dashboard

Programmatic Detection, Analysis & Auto-Fix Tools

📊 System Overview

300+
Vehicles Mapped
5
Diagnostic Tools
Auto
Fix System
Real-time
Detection
🔍

Image Analysis NEW

Advanced pattern detection system that analyzes image URLs for quality, source, and potential issues.

  • Detects placeholder patterns
  • Identifies shared/fallback images
  • Source quality scoring
  • Shows direct image URLs
  • Confidence scoring (0-100)
Open Analysis Tool
🔬

Image Diagnostic NEW

Comprehensive diagnostic system with advanced pattern matching and automated issue detection.

  • Deep pattern analysis
  • Category fallback detection
  • Fix suggestions per vehicle
  • Quality scoring algorithm
  • Accessibility testing
Run Diagnostics
🔧

Auto-Fix System BETA

Automated system to detect and fix placeholder images with confidence-based replacement.

  • Automatic problem detection
  • Smart image replacement
  • Dry-run mode for safety
  • PHP code generation
  • Confidence-based fixes
Auto-Fix Images
✅

Visual Check

Visual verification page showing all critical vehicle images in a grid layout for manual review.

  • Image preview grid
  • Critical vehicles focus
  • Quick visual scan
  • Click to enlarge
Visual Check
🧪

Test Images

Basic testing tool to check if images are loading and accessible for all vehicles.

  • URL accessibility check
  • HTTP status codes
  • Success/failure counts
  • Direct URL display
Test All Images
🤖

Smart Image System

AI-like scoring system that automatically selects best images based on quality metrics.

  • Quality scoring (0-100)
  • Multiple source validation
  • Automatic best selection
  • Category-based fallbacks
Smart System

📝 How It Works

  1. Detection: The system programmatically scans all vehicle image URLs
  2. Pattern Analysis: Advanced regex patterns detect placeholders, stock images, and generic filenames
  3. Fallback Detection: Identifies when multiple vehicles share the same image
  4. Quality Scoring: Each image gets a confidence score based on source, pattern matches, and accessibility
  5. Auto-Fix: High-confidence fixes are suggested or automatically applied
  6. Verification: Visual tools allow manual verification of changes

🎯 Detection Patterns

Placeholder Patterns:
  • • placeholder.com
  • • via.placeholder
  • • dummyimage.com
  • • lorempixel.com
Generic Patterns:
  • • image[0-9].jpg
  • • stock-photo-*
  • • default-image.*
  • • no-image.*
Quality Sources:
  • • Unsplash (High)
  • • Pexels (High)
  • • Manufacturer CDN
  • • Direct URLs

Vehicle Image Management System v2.0 | Programmatic Detection & Auto-Fix