Formula 1 cars are assembled from tens of thousands of components, each with a finite service life and real consequences when one fails too early or runs too long. The Cadillac Formula 1 Team manages that risk with a GM-developed software platform called Race Vehicle Gateway, and today’s episode of the team’s What Makes Fast docuseries shows how the system actually works.
Race Vehicle Gateway, abbreviated RVG, assigns a serial number to every component on the car. That serial number creates a logged history: when the part was installed, which chassis carried it, how many miles it accumulated, and what engineers found during post-use physical inspection. Component life in F1 is tightly regulated and genuinely finite. The goal is to extract maximum use from each part while retiring it before it becomes a liability. RVG is the mechanism that makes that balance trackable rather than intuitive.
The software doesn’t work alone. RVG has a paired platform called Race Vehicle Simulation, or RVS, which uses the everyday usage data logged in RVG to calibrate the team’s vehicle simulations, while simulation outputs loop back to inform which specific serialized parts get selected for each race weekend. Together, the two tools form what GM calls Race Vehicle Platform, a unified system connecting real hardware to virtual modeling.
The cross-pollination extends beyond the race team. GM Chief Product Officer Sterling Anderson explains in the docuseries that motorsports sits inside GM’s global product organization rather than alongside it, enabling a two-way flow of tools, data, and techniques. One concrete example: machine learning tools developed using production vehicle aerodynamics data now accelerate aero development for both road cars and race cars simultaneously.
That connection matters because it reframes what the Cadillac F1 program actually is. The team’s real-time telemetry pipeline, which streams millisecond data from the MAC-26 to engineers in Silverstone and Charlotte, is one half of the operation. RVG is the other: where the telemetry pipeline captures how the car performs in the moment, RVG captures the cumulative physical history of every part that makes the car run. Both datasets feed back into GM’s broader engineering organization.
The docuseries has become a detailed look at how an F1 operation is built from scratch, covering everything from the flax-fiber driver seats fabricated at GM’s Charlotte Technical Center to the custom embroidery-inspired livery the team debuted in Austin last week. The parts-tracking episode continues that pattern, focusing on infrastructure that doesn’t appear in any broadcast camera shot but shapes every lap the car completes.
Whether GM’s Race Vehicle Platform becomes a commercial or licensing asset beyond motorsports isn’t addressed. For now, the team’s argument is simpler: a dataset this granular, built race by race across a full season, makes the Cadillac F1 operation better and feeds the same institutional knowledge base that designs production vehicles. In a program where the engineering investment needs to justify itself on multiple levels, a parts-tracking system that doubles as a product-development tool is a cleaner return than marketing alone.
Source: Cadillac. Images courtesy of Cadillac.
