Andretti Autosport’s big play with big data: Inside an IndyCar team’s next step in analytics

Andretti Autosport analytics
Zapata Computing
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Colton Herta jokes that “nothing sticks” when asked about what he’s learned from the melding of analytical brainpower and brute horsepower being attempted this season at Andretti Autosport.

But there was one thing that stood out about the founder of Zapata Computing, a company spun out of Harvard that wants to use sophisticated, quantum-ready algorithms to make Andretti a more efficient and successful race team.

“That was pretty wild when he was like, ‘Yeah, I made Siri,’ ” Herta told NBC Sports about meeting Zapata CEO Christopher Savoie. “I was like, ‘What?’ That’s pretty insane.”

It might not be so simple as saying, “Siri, devise a strategy to win this IndyCar race” into a smartphone app.

But the goal of the Andretti-Zapata partnership is guided by the same predictive analytics and concepts that are rooted in artificial intelligence technology and big data.

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With millions of data points compiled by thousands of sensors that produce roughly a terabyte of information per car during every race weekend, there already is too much information for Andretti Autosport’s 38 engineers to digest with six cars (including two from its alliance with Meyer Shank Racing).

“We do all the same things that a Formula One team does except with a tenth of the people,” Andretti Autosport technical director Eric Bretzman told NBC Sports. “It’s massive overload for us to take all the data and make a decision in a second (with) what the tires are doing, the aero is doing and the human element of what the driver is doing. There’s so much more data now than there’s ever been to really define this model and start to draw some strong trends.”

So the team joined forces this year with Zapata, which has embedded a handful of its data scientists at every IndyCar race this season. The self-described “gearhead computer geeks” (as Savoie calls them) have participated during engineering debriefs with Andretti drivers inside the team’s Race Analytics Command Center (also known as the RACC, it’s an engineering trailer rebranded with Zapata logos and themes).

A side view of Andretti Autosport’s Race Analytics Command Center, where drivers and engineers debrief during race weekends (Zapata Computing).

By understanding the decision-making processes made on car setups and race strategy, Zapata has been helping Andretti upgrade its computer modeling infrastructure to handle more variables – mainly focusing on building race strategies around predicting tire degradation, rival teams’ tactics and optimal fuel consumption.

The goal is to have an app that could be used by the team in races next season.

“We’ve got to get it in the right format, start with some fundamentals and build on that for the future, but already we’re starting to see models that will be useful in making those predictions,” Savoie told NBC Sports. “It’s a phenomenal opportunity for us because it’s fun getting the play by play across six cars.

“There’s a lot of work to do, though, and this needs to be proved out. But I hope we can get to that point of pointing out look at this tire decision, here was the model, where we looked at the data, and we made this decision, and here’s your podium.”

The Andretti-Zapata partnership is unique in that its long-term goal is building a foundation for the use of quantum computers, which are years away from practical use in everyday life.

But virtually all major-league racing teams (including Andretti) already are using predictive strategy simulations with “classical” hardware.

“In today’s world, we rely on software development programs to help us achieve things we can’t achieve on our own,” Chip Ganassi Racing managing director Mike Hull told NBC Sports. “We do the same thing they’re doing. I think most teams do. Some don’t talk about that. You see Formula One doing it with their remote war rooms helping them try to decide what to do.

“I think what Andretti Autosport is doing is a great thing, and they’re also promoting and exposing a software development company based on data analysis. If they can eventually develop a strong enough database that includes the surprises, then they probably can make better decisions on what they need to be doing when they call a race, absolutely.

“The problem with motor racing is it’s full of surprises and just when you think you have it right, you don’t.”


Zapata’s interest in Andretti started with Savoie, who has tinkered with cars since his teens (starting with a double-barrel Datsun 210). In addition to inventing the natural language interface used to help build Siri before joining Zapata, Savoie also worked on predictive battery analytics at Nissan and developed the data platform around the Leaf model.

After attending the inaugural Music City Grand Prix in Nashville, Tennessee, Savoie (a published scholar in medicine, biochemistry and computer science) was connected with Andretti management by a team member who thought the organization wanted to upgrade its analytics.

He met with Bryan Herta at the 2021 season finale in Long Beach and began brokering a multiyear deal that was announced in February this year. It’s a unique sponsorship for Zapata, a global company that has nearly a third of its engineering staff based in Boston.

In exchange for providing analytics expertise, Zapata can promote and market its work with Andretti to the public – a level of exposure it’s not typically allowed by its clients. Much of its work is with defense contractors and multibillion-dollar companies (British Petroleum is a prominent customer) that prefer to keep a low profile on their projects.

“This allows us the opportunity in a high-speed and big data analytics platform to talk about the successes in a very public way that’s win-win,” Savoie said. “Of course, we’re not going to reveal all the really cool things we learn about strategy, but we can talk about the kinds of problems we’re solving. (Andretti) needed an uplift on the infrastructure and a partner who would help them do some really advanced analytics that they wanted.”

Said Colton Herta: “It’s a great sponsorship because we both benefit each other. You don’t really get that in racing. People pay and get branding and business to business opportunities, but it’s never like this where they’re actually on the team, and we get all this help from them.”

As part of its Andretti Autosport sponsorship, Zapata Computing was featured on the No. 28 Dallara-Honda of Romain Grosjean in the Detroit race (Chris Owens/Penske Entertainment).

Savoie said Zapata is benefiting from being in the high-pressure real-world conditions of racing, which offers data sets as large as some of its biggest clients but without a controlled environment.

Being at the mercy of wireless connectivity that can vary across tracks, along with the rigors of travel, creates challenges unseen in the business world (where Zapata uses the Orquestra quantum software platform).

“The series doesn’t allow you to create your own ad-hoc CAT5 cable network because it can be dangerous,” Savoie said. “So having servers on a truck that goes through from Indy to Long Beach and through the desert at 120 degrees, that kind of extreme environment is something we don’t see with a lot of corporate clients, so it’s actually more difficult, and it’s a faster pace. The amount of data to keep track of 24 cars at 200 mph, where the difference between first and second might be a half-second after 500 miles at 240 mph in the case of the Indy 500. It’s very extreme and the tolerances are so small, that adds a difficulty beyond what we do for BP or BASF or the government, because we don’t have to get you an answer in 0.5 seconds to make that split-second life-or-death decision.

“People might say auto racing is just yahoos going around a track really fast, but every team with this massive amount of data is doing really hard stuff. I think that’s lost on auto fans a lot of time is just how much engineering is going on. It is just as hard as working with a Fortune 100 client with huge cloud systems.

“For us, this is a marriage made in heaven. This is a great way to pressure test what we offer. It sounds ironic that it’s car racing that does that. But basically, they’re rocket ships at 200 mph on land around a track. The extreme nature and amount of data but also the variables you’re dealing with just make this the best subset for computer geeks to want to do big data stuff.”


Aside from Savoie, much of Zapata’s staff is new to auto racing

“They’re all like Bay Area tech gurus, so none of them really knew that much about IndyCar,” Herta said. “So most of it is them trying to figure out how we talk and what certain words mean. They have to build a brand-new vocabulary for racing and just how it works. Most of the guys never had seen any sort of race before. They knew the Indy 500 or Daytona 500 but didn’t really understand all that went into it.

“I think a lot of them were surprised with how advanced the technology is, especially with data. A lot of people think we just drive in circles, do pit stops that are fast, and that’s it. But there’s a lot that goes on behind the scenes, and everything we do is based around data now. We all have all these different sensors and stuff on the car to help us understand every aspect of it.”

Andretti Autosport analytics
The interior of the Race Analytics Command Center (Zapata Computing)

Bretzman, who has been a racing engineer since the mid-1990s, said big data long has been part of IndyCar.

For more than 30 years, data systems on cars have been “pumping out 1,000 signals per second for each sensor,” but advancements have ramped up the volume with the advent of more electronic features (such as paddle shifting) and more reliable measurements (laser ride height sensors that once regularly overheated have become like clockwork).

“And we have new things like on-board video from every run showing every corner and every movement of the drivers’ hands,” Bretzman said. “That’s a whole new form of analytics we’re still inventing every day.

“Every time a problem comes up in motorsports, we make a solution. Another problem comes up, it’s another unique solution. Another analytics method. Well, we’ve got databases scattered everywhere now.

The hope is that Zapata can help Andretti bring order to the chaos, while also incorporating its wind tunnel and testing data to provide the most comprehensive and streamlined approach to optimizing setups and strategy.

“We’re trying to get all these databases and all this information – our history and current data — into a pipeline that’s on one platform,” Bretzman said. “So it’s going to be in a usable platform that we can access very quickly to maybe start putting more things together than what we’ve been able to do.

“We’re hiring more software engineers now than we are mechanical engineers or aero engineers or material science engineers. It’s progressing really quick now, and there are opportunities beyond what mechanical engineers know and what our environment is. And that’s where Zapata comes in as an instant shot in the arm of continuing education. They’re on the forefront of advanced techniques for data analytics.”


Before qualifying at Nashville last month, Andretti’s Race Analytics Command Center was humming with team members, engineers and drivers hunched over five flat screens and a dozen laptops.

Andretti Autosport analytics
Colton Herta and other Andretti Autosport team members work inside the RACC during the Nashville race weekend (Zapata Computing).

The RACC trailer is where much of Zapata’s work takes place. Aside from asking the team about tire degradation, downforce adjustments and handling characteristics, Savoie said the Zapata engineers sometimes listen to arguments between engineers and drivers about fuel consumption and the timing of yellow flags because “those are really informative as to what decisions points are being made, and that helps inform the building of the model.

“We need to know what they’re doing in those decisions, so we know what the decision trees are to feed into our machine-learning models that will in help these kinds of decisions (such as) when we believe the pit windows will be and when we believe we can overcut or undercut (on a pit stop),” Savoie said. “Their models and engineering are absolutely incredible behind the scenes, but those decisions still happen to be very heuristic. Good engineers make great race decisions more often than not, but they make better decisions and can be more confident if they know there’s data backing that.”

There are some races in which the impact could be blunted by the forces of nature.

If the forecast is for extreme heat in Monterey, California, strategy Sunday’s season finale at Laguna Seca (where Herta is the defending race winner) could be much trickier to anticipate. Herta’s May 14 victory in the monsoon-esque GMR Grand Prix at Indianapolis Motor Speedway (which Bretzman called a “once in a lifetime anomaly”) is a good example of how unlikely conditions can challenge the efficacy of predictive analytics.

But Savoie also said “being data-driven is always better, so that’s really the goal. Not that we may make the final decision, but there at least would be a dashboard to say, ‘OK, here’s the percentage chance on making this call or that.’ ”

Though many of the questions he gets from the Zapata engineers are rudimentary, Herta said “they’re definitely asking the right questions” about why a car is handling a certain way or how it’s impacted by a mechanical element.

“I’ve been really impressed with just how smart they are — not even talking about racing,” Herta said. “They’re just really smart human beings. It’s pretty crazy.

“But I imagine it’s the same way when I talk to them about racing as when they talk to me about what they do with quantum physics. It’s like I don’t really understand all of what you’re saying, but it’s still really cool.”

The Thermal Club wants an IndyCar race, and series executives liked its initial impact at test

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THERMAL, Calif. – Many teams in the NTT IndyCar Series questioned the relevancy of having a two-day preseason test at The Thermal Club.

The team owners, drivers and engineers believed the 17-turn, 3.067-mile race course that winds and twists its way through a gated private community (about 45 minutes southeast of Palm Springs) had no relevance to any track on the 17-race schedule.

To the leaders of IndyCar, however, there was plenty of relevance to hosting its “Spring Training” at a sort of motorsports country club that caters to extremely wealthy residents who also are automotive enthusiasts.

“Both with our stakeholders and the media that covers IndyCar, we wanted them to know that we are going to do things differently,” Penske Entertainment CEO Mark Miles told NBC Sports from the private VIP viewing area that overlooks the long straights and twisting turns of the course. “This is going to be a year when we expect our growth to go to a whole new level.

“What better way to send that message than to be at a place we have never been that is exceptional?

“The quality of this place; the facilities are off the charts. The customer service, the welcoming feeling you get from the staff here. The track itself is fast. The drivers are having a great time on it.

FRIDAY SPEEDSThird session l Fourth session l Combined

‘AN AMAZING PLACE’: IndyCar and its big plans for Thermal

“It really sent a message to our other promoters and our drivers and team owners that something is up. We want fans around the country and the sports industry to know that something is going on with IndyCar this year.”

The Thermal Club is a concept driven by Tim Rogers, who made his fortune by supplying gasoline to 7-Eleven stores in 36 states. He wanted to create a private community that mixed multimillion-dollar homes and luxury villas with a high-speed race course.

The two-day IndyCar “Spring Training” was the most ambitious motorsports project yet for The Thermal Club.

Rogers wants it to be the first step in a long-term goal for the community.

“Our endgame is we want to host an IndyCar Series race at The Thermal Club one day,” Rogers told NBC Sports as IndyCar hit the track again Friday morning. “This was a good trial to see how the facility can handle it and if the facility works for them.”

Felix Rosenqvist makes laps in the No. 6 Arrow McLaren Dallara-Chevrolet during the first day of NTT IndyCar Series testing (Andy Abeyta/The Desert Sun / USA TODAY Sports Images).

The two-day test was closed to the general public. It was open only to credentialed news media, members of the Thermal Club and a limited number of their guests.

With the spectacular backdrop of the Coachella Valley that is rimmed with snow-capped mountains, The Thermal Club could provide a great setting for an NBC telecast of an IndyCar Series race (and possibly line up a big sponsor for a return on its investment with a larger than normal audience during a ripe time such as the first weekend of February).

NASCAR is using that same model Sunday at the Los Angeles Coliseum by hosting the Busch Light Clash. The National Football League’s AFC and NFC Championship games were last weekend and next Sunday is the Super Bowl.

“That could work, but we have room where we could separate the public and the private members area, too,” Rogers said. “We could accommodate 4,000 or so of the general public.

“This would be a premium event for a premium crowd.”


Rogers’ dream of The Thermal Club began 11 years ago. He will talk to IndyCar about a return for Spring Training next year with hopes of getting a date on the schedule for 2025.

“Whatever fits,” Rogers said.

Miles and Penske Entertainment, the owners of IndyCar, Indianapolis Motor Speedway, and the Indianapolis 500, realize Rogers has an ambitious dream of getting a race on the schedule.

Miles, however, isn’t ready to indicate that a race at Thermal is part of IndyCar’s future (though drivers seem open to the concept).

“Tim and everybody at The Thermal Club have done a phenomenal job of being hosts here for this test,” Miles said. “Everybody is very happy we are here, and I expect we will find a way to continue to be here. Whether that means a race and when is really a bridge we aren’t ready to cross yet.

“We really like opening the championship season each year in St. Petersburg, Florida. We’ll have to see. But it’s a great way to start the season in this way, and right now, we are happy to be here.”

Indycar Series Test - Day 1
Defending IndyCar champion Will Power takes laps at The Thermal Club during the first day of the track’s first test (Matthew Ashton – AMA/Getty Images).

On track, it was a successful two-day test session with 27 car/driver combinations that will compete in IndyCar in 2023. It’s the largest field for IndyCar since the 1990s. There were a few spins here and there but no major incidents across 2,560 laps.

Kyle Kirkwood led the final session Friday while getting acquainted with his new No. 27 team at Andretti Autosport. Kirkwood has replaced Alexander Rossi at Andretti, whom Kirkwood drove for in Indy Lights.

His time of 1 minute, 38.827 seconds (111.721 mph) around the 3.067-mile road course was the fastest of the fourth and final session. But the fastest speed over two days was defending Indy 500 winner Marcus Ericsson of Chip Ganassi Racing in the Friday morning session (1:38.4228, 112.182 mph in the No. 8 Honda).

Callum Ilott of Juncos Hollinger Racing was second in the final session at 1:38.8404 (111.707 mph) in the No. 77 Chevrolet. Rookie Marcus Armstrong of New Zealand was third at 1:38.8049 (111.707 mph) in the No. 11 Honda for Chip Ganassi Racing. Alex Palou of Chip Ganassi Racing was fourth at 1:38.8718 (111.672 mph) in the No. 10. Defending NTT IndyCar Series champion Will Power of Team Penske rounded out the top five at 1:38.9341 (111.602 mph) in the No. 12 Chevrolet.

Ericsson was the fastest in combined times followed by Rahal Letterman Lanigan Racing’s Christian Lundgaard at 1:38.5682 in the No. 45 Honda, Kirkwood, Ilott and Armstrong. Positions 3-5 speeds were from the final practice session on Friday.

Indycar Series Test - Day 1
With members’ houses in the background, Romain Grosjean navigates the turns of The Thermal Club in his No. 28 Dallara-Honda (Matthew Ashton – AMA/Getty Images).

Drivers didn’t know what to expect before hitting the track. After the two-day test was over, NBC Sports asked several drivers what they learned from The Thermal Club.

“I think it’s a first-class facility, no doubt,” two-time NTT IndyCar Series champion Josef Newgarden of Team Penske said. “I think the entire facility here at Thermal really rolled out the red carpet for us. They did a tremendous job.

“It was a fairly flawless test, I would say, for two days. I think the great thing about this was we had a two-day test, which was fantastic. You got to have this warmup; this preseason build. That was the biggest positive for me, is that we were here, we were running cars. It was a great facility to do it at.

IndyCar Thermal Club test
Josef Newgarden said his No. 2 team (which has a new lead engineer) used The Thermal Club test as an opportunity for building cohesion (Matthew Ashton – AMA/Getty Images).
Indycar Series Test - Day 2
Josef Newgarden (Matthew Ashton – AMA/Getty Images).

“I think the track was a lot more fun than we anticipated. It was challenging, definitely technical. I don’t know how relevant it is. For us, it wasn’t really relevant to anywhere we’re going, but that’s OK.”

But even though the track has no sector particularly similar to any road or street course on the schedule, there still were benefits.

“In a lot of ways, it is relevant,” Newgarden said. “For us it was relevant for building the team up, trying to work in a competitive environment, be competitive together. That’s everything. So regardless of is the setup going to apply to a certain track or another, (it) doesn’t really matter.

“For us, it was applying the principles of how we’re going to work together. From that standpoint, it was very productive for everybody. Raceability-wise, it’s hard to say. It was chewing tires up. Big drop-off from run one to two. I think from a race standpoint, that would be quite positive. You’d have big tire deg here.

“You’d have to do more work on runoff areas if we wanted to race here, but it’s possible. I don’t think it would take much effort to do the things to run an actual race.”


Indycar Series Test - Day 1
Will Power (Matthew Ashton – AMA/Getty Images)

Kirkwood found speed in his Andretti Autosport machine, but he used the test to create a smooth working relationship with his new crew.

“I wouldn’t say that we found something here that is going to translate to anywhere, right?” the 2021 Indy Lights champion said. “This is a very unique track, although it was a lot of fun to drive, and it kind of surprised me in the amount of grip that it actually produced.

“It was quite a bit faster than what we expected.”

Many of the NTT IndyCar Series teams will test later this month at Sebring, Florida, as they prepare for the Firestone Grand Prix of St. Petersburg to kick off the season March 5.

“It’s a very nice facility, a nice area, it’s pretty cool to have two days of testing here with a lot of high-profile people,” two-time NTT IndyCar Series champion Will Power of Team Penske told NBC Sports. “It’s a very technical, tough track.

“It’s pretty good.”

Indycar Series Test - Day 2
IndyCar drivers turns laps on the second day of testing at The Thermal Club, which is nestled in the Coachella Valley that is ringed by mountains in Southern California (Matthew Ashton – AMA/Getty Images).

The Thermal Club received rave reviews, welcomed IndyCar and provided exposure to the movers and shakers of the business community that own the luxury villas and homes in this ultra-rich community.

Could it be a venue of the future for a series that sells lifestyle as much as on-track competition?

“This is a fantastic facility and the circuit is a fast circuit,” team owner Bobby Rahal told NBC Sports. “It’s pretty exciting to watch the cars run around here. I think it would be attractive to people.

“I’ll leave that up to Mark Miles and (IndyCar President) Jay Frye and everybody else whether we have a race here, but why not?

“It’s a great place.”

Follow Bruce Martin on Twitter at @BruceMartin_500