ML
SaaS
Year
2025
Framework
My Role
Program manager // Strategist
KPIs
Damage detection ≥90%
Driver scoring ±5% accuracy
Process time −40%
Maintenance estimation ±10%
3+ partner adoptions
Challenge / Scope
As Thailand’s EV market rapidly expands, the absence of standardized, data-driven certification for used electric vehicles has created a major trust gap between sellers, buyers, and insurers. Existing vehicle inspections are manual, subjective, and disconnected from telematics data. The challenge was to design an end-to-end EV data modeling and inspection ecosystem capable of assessing vehicle condition, driver behavior, and maintenance history—using sensor, image, and telematics data—to generate transparent, trustworthy certifications and scorecards for insurers, EV providers, and second-hand buyers.
Summary
Requirement
Client needs some solution to build a Data model for Thai EV car based on Thai EV car data to make inspection algorithm, driver scorecard algorithm and EV car maintenence algorithm.
Approach
How do we develop a thorough system for certifying used electric cars that not only checks for damages but also includes a scorecard to track how the car was previously used? This challenge involves creating a unified process that reliably evaluates the condition of pre-owned electric vehicles, considers their past usage, and ensures trustworthy certification for potential buyers.
Define Target group :
Insurance
To assess driver behavior and vehicle usage, helping to determine insurance premiums and offer personalized policies.EV-car Provider
Utilize telematic data to monitor vehicle performance, track maintenance needs, and improve operational efficiency.
Feature Solution
Vehicle image collector and validity check
Report generator on vehicle damage severity
Vehicle damage report
Driver Behavior Scorecard
Support collect data from multiple types of sensor/telematic devices
Vehicle Diagnostics
Support collect data from multiple types of sensor/telematic devices
Estimate time & cost to maintenance report
Price estimator of second hand car
Quality scorecard of second hand car
Goal
Certification System Development: Create a robust certification process for used electric cars, integrating damage checks and a comprehensive scorecard for past usage assessment.
Target Group Definition: Insurance Tailor the certification system to benefit insurance companies by evaluating driver behavior and vehicle usage, aiding in premium determination.
Target Group Definition: EV-Car Provider Develop telematic solutions within the certification process for electric car providers, enhancing performance monitoring, maintenance tracking, and operational efficiency.
Trustworthy Evaluation Criteria: Establish reliable criteria within the certification process to ensure accurate assessment of the condition and history of pre-owned electric vehicles.
Unified Industry Standard: Collaborate with stakeholders to create an industry-wide standard for certifying used electric cars, fostering transparency, trust, and credibility for potential buyers.
