(+66) 097-034-6625
LINE it!-
Industry Challenge
For automotive marketplaces, dealerships, insurance companies, banks, online auctions, and logistics firms, managing vehicle-related data is a complex and time-consuming process.
-
Project Goals
- Scattered data(images, VIN codes, documents, specifications, pricing)
- Manual errors during data entry
- Slow processing times for images, documents, and metadata
- Lack of integration between CRM, ERP, insurance, and auction platforms
-
Solution
FMF developed an AI-powered automated system that optimizes vehicle data processing, verification, valuation, and logistics automation—reducing errors, cutting costs, and improving efficiency.
-
Key Objectives &
FeaturesAutomated Vehicle Image Processing
- Recognizes vehicle angles & sorts images automatically.
- Checks image quality(resolution, lighting, and unwanted objects).
- Auto-crops images & removes noise for consistency.
- Detects damage on vehicle photos using AI-powered vision models.
AI-Powered VIN & Text Recognition
- Extracts VIN codes from images and scanned documents.
- Processes text from registration papers, contracts, and insurance policies using OCR.
- Matches vehicle specs with manufacturer databases for accuracy.
Data Analysis & Verification
- Cross-checks images, VIN, and documents with vehicle catalogs.
- Detects discrepancies in listings vs. actual specifications.
- Flags potential fraud using AI-based analytics.
Logistics & Document Automation
- Generates reports & digital documents for dealers, insurers, and banks.
- Automates delivery route planning for vehicle transportation.
- Syncs with logistics providers for real-time tracking.
Automated Vehicle Valuation & Market Pricing
- Calculates real-time market value based on historical data.
- Considers mileage, condition, and industry trends for price accuracy.
- Predicts future price fluctuations over 3–6–12 months.
Vehicle Condition Assessment via Diagnostics
- Integrates with diagnostic services (OBD, API connections).
- Detects hidden defects & estimates vehicle wear and tear.
-
Development &
ImplementationBusiness Process Analysis
- Studied existing data processing workflows.
- Created customized technical specifications for system integration.
AI Model Training & Database Development
- Collected datasets(images, VIN codes, documents, pricing trends).
- Labeled data into categories(vehicle specs, market valuation, damage detection).
AI-Powered Processing System Setup
An advanced AI-powered processing system designed to enhance vehicle analysis through computer vision, optical character recognition, price prediction, and automated verification.
Computer Vision for Images
- Trained AI to recognize over 40 vehicle angles.
- Developed damage detection using YOLO & Faster R-CNN models.
OCR & VIN Recognition
- Implemented Tesseract OCR & Google Vision API for text extraction.
- Verified VIN codes with manufacturer databases.
AI-Powered Price Prediction
- Trained models on historical market data.
- Created dynamic valuation models for accurate pricing forecasts.
Automated Verification & Report Generation
- Matched vehicle listings with manufacturer catalogs.
- Automated compliance checks for loans & insurance policies.
-
Technology Stack
Programming Language
Python, C++
AI Frameworks
TensorFlow, PyTorch, OpenCV
Computer Vision Models
YOLO, Faster R-CNN
OCR & Text Recognition
Tesseract OCR, Google Vision API
API
REST API, Webhooks
Databases
PostgreSQL, MongoDB
Big Data Analytics
Apache Spark, Elastic search
-
Results
for 6 months100%
elimination of manual sorting errors
95%
price accuracy in valuation reports
10x
faster document generation
-
Image Processing Automation
- 100% elimination of manual sorting errors.
- Instant photo processing instead of hours of manual work.
-
AI-Based VIN & Text Recognition
- Before: Manual data entry took5–10 minutes per car.
- After: AI completes recognition in under 1 second.
-
Fraud & Duplicate Listing Prevention
- AI detects mismatches in vehicle listings.
- Duplicate ads flagged before publishing.
-
Market Valuation Accuracy
- 95% price accuracy in valuation reports.
- Price prediction models help sellers plan inventory better.
-
Logistics & Document Processing
- 10x faster document generation.
- Integrated logistics planning optimizes vehicle transport.
-
-
Who Benefits from
This Solution?Marketplaces
Automated listing verification, fraud detection.
Dealerships
Instant document processing, CRM integration.
Insurance Companies
AI-powered risk assessment & fraud prevention.
Banks
VIN verification before approving auto loans.
Logistics Firms
Automated routing and delivery tracking.
Faster, smarter, and more secure vehicle data management, reducing costs while improving efficiency across the industry. Looking to automate your vehicle data processes? FMF has the solution!
Other Works
See allCalderazzo On 31
Italian restaurant in Thailand
Create a consistent visual concept of designing social networks for restaurant
Civetta-Villas.com
Asia-based, global 3PL with a highly diversified business portfolio and the strongest coverage in Asia
Developed and implemented a digital marketing strategy and ensured 100% sale of all homes
Bumrungrad International Hospital
Southeast Asia's largest international hospital, Bumrungrad International Hospital, located in Bangkok
SEO optimization of Bumrungrad International Hospital website