Every vehicle program fights the same battles — and they're decided in the first lines,
long before tooling money is committed.
Andrea Carpi — automotive engineering consultant.
Vehicle performance, efficiency & lightweight engineering.
Modena, Motor Valley.
The mass target slips — and pays for it in range, payload and material cost. Every unit, every year.
The BOM outgrows the business case — one bracket, one gauge, one carry-over part at a time.
Components fail earlier than the design life requires — in validation if you're lucky, in the field if you're not.
Range, consumption, dynamics — lap time, if that's the brief — fall short, or meet the number with nothing in reserve. Either way, the maximum was never extracted. That's not a problem. That's an optimization opportunity.
Every program lives on one of two spirals — hypercar, sports car or high-volume alike.
Mass begets mass. A heavier vehicle needs a bigger battery, stronger brakes, thicker structure — more parts, more cost, more failure modes. Complexity compounds.
Lightness begets lightness. Every kilogram removed shrinks the battery, the brakes, the loads — the cascade engineers call secondary mass savings. Cost falls, parts disappear, efficiency and performance rise. Done is when nothing more can be taken out.
Optimization is what turns one cycle into the other — vehicle performance, efficiency, mass and cost engineered as one system, not four departments. And it starts upstream of geometry: product-specific requirements, strategy, market positioning, benchmarking.
Cost-weighted targets. Every kilogram traced to a budget line. Secondary savings compounded.
The lightest structure is idea forty, not idea three. Automate analysis until idea forty is affordable.
Every claim benchmarked against what the load paths actually require — not against habit.
Ex-Mercedes-Benz R&D.
Ex-Ferrari F1.
Chief Structures Engineer of Lightyear.
Lightyear, 2018–2023. Team retention: 95%. Lightyear 0 figures as published, 2022.