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Vehicle Engineering and Attribute Development

CO2 & Vehicle Engineering
Optimize vehicle attributes and reduce CO2 impact

Vehicle Attribute Planning
Driveability, performance, and energy attribute planning

Attribute Gateway Validation
Forecasting, test support, and attribute validation

Core Vehicle Attributes
Mass, CO2, driveability, performance, energy use

Attribute Data Analytics
Simulation and real-world attribute analytics

CO2 Lifecycle Analysis
TTW and WTW CO2 lifecycle integration
Market Research, Benchmarking, and Competitive Intelligence

Cross-OEM Benchmarking
Compare OEMs and suppliers across vehicle, CO2, and ESG metrics.

Future-Ready Intelligence
Proprietary databases for competitive insights and scenario planning.

CO2 & Supply Chain Strategy
Integrated tools for CO2 planning, CAFÉ targets, and supplier mapping.

Global Regulatory Simulation
Model EU2030, Indian CAFÉ, and China NEV credit impacts.

Supplier Risk Intelligence
Assess supplier risks across compliance, cost, and sustainability.
CAE Simulation, Correlation and Validation – AI / Data

AI-Driven Simulation Correlation
Align virtual simulations with physical test results using digital twins.

Predictive Vehicle Modeling
Forecast vehicle system behavior and accelerate validation workflows.

Attribute Prediction Modeling
Predict and correlate key attributes like mass, drag, and energy.

AI for Attribute Impact Prediction
Simulate the effect of mass, aero, and battery on performance.

Attribute Optimization Intelligence
Tune and balance driveability, NVH, and efficiency with AI tools.
Vehicle Test Data Management Using AI/ML for Digital Twin

Intelligent Data Ingestion & Simulation
Structure raw engineering data and simulate scenarios with AI.

Visual Dashboards for Engineering Insights
Explore test results and align with digital twin simulations.

AI-Powered Data & Prediction Platforms
Centralize data and forecast outcomes for digital transformation.

Modular Data Architecture for Simulation
Connect test data to simulation tools with scalable architecture.

Engineering APIs & Compliance Dashboards
Digitize workflows and enable traceability and audit reporting.
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Beyond Compliance: How AI is Reinventing Automotive ESG Strategy