AI for Attribute Impact Prediction

Simulate how mass, aero, and batteries affect vehicle performance.

Marklytics offers AI/ML-driven tools that quantify how design parameters—like vehicle mass, aerodynamic profiles, and battery configurations—impact critical attributes such as efficiency, range, CO₂ emissions, and driveability. These insights enable data-informed decisions early in development, minimizing guesswork and improving system-level trade-offs across EVs and conventional platforms.

Quantify the Trade-offs

Predict how core design variables affect performance, compliance, and customer experience.

1

Mass & Weight Impact Models

Understand how every kg counts

Simulate the influence of mass across propulsion, range, and energy use. Our AI models quantify how even minor weight shifts impact vehicle dynamics, acceleration, and emissions—enabling more precise lightweighting strategies and balancing trade-offs with safety, durability, and cost targets. Apply insights across ICE and EV platforms during early concept stages.

2

Aerodynamic Performance Simulation

Predict drag and energy loss

Use AI-enhanced simulation to predict drag coefficients and their impact on efficiency, speed, and CO₂ targets. Marklytics combines historical benchmark data, CFD approximations, and training from validated results to forecast real-world aerodynamic impacts. This allows for early aero tuning, reducing the need for costly wind tunnel tests later.

3

Battery Parameter Sensitivity

Forecast impact on EV range & dynamics

Analyze how battery size, chemistry, and packaging affect range, cooling demand, charge time, and mass distribution. Our tools simulate different configurations and evaluate their effect on energy efficiency and vehicle behavior. Optimize battery decisions for cost, performance, and thermal stability—before committing to expensive prototypes.

Why Choose Marklytics

Empowering the Future of Sustainable Mobility

Marklytics delivers next-generation platforms that simplify ESG reporting, enhance traceability, and future-proof regulatory compliance.

Our blockchain-secured systems, data-driven insights, and simulation engines empower OEMs, suppliers, and regulators to act with transparency, precision, and confidence — building a smarter, more sustainable mobility ecosystem.