[ Part 1 ] As vehicle complexity soars, engineers face a complex, high-dimensional design space beyond human intuition, leading to costly rework at later development stages. Our AI removes this pain by visualizing the valid design space upfront, empowering engineers by augmenting their design decisions, not replacing them, to design better cars faster. This results in precise decisions, optimal design discovery for better performance, eliminating rework, shortening time-to-market, and innovating the concept of "vehicle development." [ Part 2 ] The use of AI is expanding across all stages of manufacturing—from design and validation to production. Neorium Technology positions AI not just as an analytical tool, but as an intelligent foundation that integrates control design, Model-Based Development (MBD), and machine learning. In the design phase, AI enhances model-based simulations and optimization efficiency. In the validation phase, it improves anomaly detection and simulation accuracy. In the production phase, AI supports process optimization, predictive maintenance, and quality stabilization. These capabilities are powered by Neorium’s expertise in integrating Simulink, Python, and Dymola (Modelica) into seamless hybrid simulation environments. By combining physical and AI-driven models, we realize trustworthy and reusable AI applications that connect design, validation, and manufacturing—enabling faster and smarter innovation across the entire engineering process.