Cadillac F1: Three Bases, One Track and a Self-Built Ceiling

In its debut round, Cadillac got only one car to the finish: Valtteri Bottas retired, Sergio Pérez came home sixteenth. Over the next three rounds, both drivers completed the race — something neither Red Bull nor McLaren managed across the same span. Then the season passed through Montreal, and the results table began telling a different story. Across the following ten rounds, only twice did Cadillac bring both cars to the chequered flag: Britain and Italy.

Eight out of ten. For a rookie team, that could be written off as the price of inexperience. For a team running two drivers who have each won races in this championship, the number changes meaning: it points at the system more than at the people in the cockpit.

Data tells the first part of the story; the rest is flesh and sweat. The flesh, here, is three facilities in three different time zones.

Cadillac is the Formula 1 team of TWG Motorsport, entering its first season with long-term ambitions the media have framed as a challenge for the world championship. It currently sits at the bottom of the Constructors' Championship. The distance between those two statements — title ambition and last place — is the heart of the matter.

The team's operating structure is spread across three facilities: design in Silverstone (UK), aerodynamics in Indianapolis (USA), simulation in South Carolina (USA). The Indianapolis site is still under construction.

Otmar Szafnauer, formerly team principal at Alpine, has offered the most systematic critique of that model, delivered during an appearance on the "High Performance Racing" podcast. His argument rests on a controlled hypothetical: if Cadillac had a car equal to Mercedes, an engine equal to Mercedes and two drivers equal to Mercedes, who wins? His answer is Mercedes — because the three-site structure erodes the response speed of the design loop. A hypothetical, not a measured result.

Any analysis here has to separate two things the original commentary merged. The first is car reliability — measurable, countable, expressed as a finish rate. The second is organisational coherence — structural, and currently asserted by one outside voice. The original piece uses the first as evidence for the second. The data does not license that inference.

The mechanism Szafnauer describes has a name in racing engineering: correlation failure. When aerodynamics is developed in one place, simulation runs in another and track data comes back in a third, an upgrade package is only signed off once three data streams reconcile across three time zones. That lengthens upgrade lead time and raises the odds of parts that score well in the wind tunnel but do not behave on track.

Drawing on my own experience watching race weekends, I have to lower my voice at exactly this point. The model is not wrong — it simply has not yet learned how to speak. I hold no figures on upgrade lead time, correlation-failure rate, or lap-time deltas between configuration packages. No sector data, no qualifying gaps. All that can be read from the source is a finish count.

What actually decides the question sits elsewhere: the direction of travel of results. Red Bull and McLaren are recorded as showing evident improvement after Montreal. Cadillac regressed. In performance analysis, absolute position matters less than the derivative of position. A team at the bottom that is closing the gap is a completely different story from a team at the bottom that is falling further away.

In the first three rounds, Cadillac finished with both cars while Red Bull and McLaren did not. A small sample proves nothing, but it raises a possibility the original critique skipped: the team's baseline engineering competence may not be its largest hole. If the baseline holds up, an organisational-structure explanation outweighs a pure-capability explanation — and that, ironically, strengthens Szafnauer's case.

The paradox is one of timing. Indianapolis is still being built, which means the team has never run the fully operational version of the model under criticism. Judging a structure from its transitional phase is judging the wrong milestone.

The provenance of the critique also belongs on the scales. Szafnauer is a former principal of a rival team: he has the technical authority to speak, and a competitive position in speaking. Criticism from that seat should be handled as a hypothesis to be tested, not as an independent audit. Once the critic has left the chair, he pays no price for being wrong. And across the entire source material, there is not a single statement from Cadillac.

The point the original critique touches but will not open is the project's objective. Szafnauer places two options side by side: if the goal is to make this a more American team, then build in Indianapolis and South Carolina; if the goal is to do everything necessary to win the world championship, the structure has to look different. The two objectives are not necessarily mutually exclusive, but leadership has not publicly declared which one is primary. When the priority is blurred, every resource dispute between three sites loses its arbiter.

So the test of this season does not lie in the championship table. It lies in three trackable indicators: the both-car finish rate round by round, the lead time from wind-tunnel data to an upgrade hitting the track, and the frequency of correlation failure that the team itself publishes or exposes through race weekends.

World Cup 2026 taught me this: every model needs a humble seat. I once got a round-of-16 tie badly wrong because my analytical frame could not measure the space between the lines. The lesson was not to discard the model, but to state clearly where it is blind. With Cadillac, the blind spot is that neither side — critic nor criticised — will publish the same set of indicators.

If the three sites are the real cause, Cadillac's finish rate will not improve on its own when Indianapolis is completed. If they are part of the cause, improvement will come slowly and unevenly. And if the three sites are merely a name given to a hard rookie season, things will settle without anyone relocating anywhere. Three scenarios, three different fingerprints on the same spreadsheet. The team willing to open its spreadsheet to outsiders is the team actually searching for a route to the title.