Motorsport Data & AI · 6 Hours of the Americas 2024 · Season 2024

6 Hours of the Americas 2024 — AI Data Analysis

Ferrari wins the 6 Hours of the Americas 2024 with the #83 Ferrari 499P. Pace order, reliability by class, lead changes and the closing phase in a data check.

#83Winner · Ferrari
183Laps led
36Cars total
6 hanalyzed

Winning crew · #83 Ferrari AF CorseRobert Kubica · Robert Shwartzman · Yifei Ye

Ferrari won the 6 Hours of the Americas 2024 at Circuit of the Americas. The #83 Ferrari 499P of Ferrari AF Corse covered 183 laps over 6 hours, a race distance of 1,009 km. The winning crew: Robert Kubica, Robert Shwartzman and Yifei Ye. The margin to second place was just 1.780 s — a sprint finish after a full endurance race. The quickest manufacturer over one lap was Alpine — but the win went to Ferrari. Pace and result do not always match.

How the Lead Was Won

Across the race we counted 4 lead changes among 4 different cars in the HYPERCAR class. At the closest point, first and second were only 1.8 s apart. For 6 of 6 measured hours the gap stayed under 30 seconds.

That is a real head-to-head fight, not a comfortable lead.

Gap between first and second in the HYPERCAR class, hour by hour. Peaks mark pit stops, safety cars and incidents.
Figure 1 — Gap between first and second in the HYPERCAR class, hour by hour. Peaks mark pit stops, safety cars and incidents.

Figure 1 shows how that gap moved over the distance.

Manufacturer Pace

We rank pace by the average of each manufacturer’s fastest lap. That measures real speed over the distance instead of one lucky lap. The order at the top: Alpine (176.2 km/h), Toyota (175.8 km/h), BMW (175.6 km/h).

Between the fastest and the slowest manufacturer in the HYPERCAR class lie 2.1 km/h. That is a wide spread. At this track, the concept differences show clearly.

Average fastest lap speed per manufacturer in the HYPERCAR class. Higher is faster.
Figure 2 — Average fastest lap speed per manufacturer in the HYPERCAR class. Higher is faster.

Figure 2 sets the pace order side by side.

Reliability by Class

8 of 36 cars did not make the finish — an overall retirement rate of 22%. The heaviest toll fell on LMGT3 with 28%, while HYPERCAR came through best at 17%.

Over this distance, reliability is a result in itself. A car that stops scores nothing, no matter how fast it was.

Retirement rate per class, with the number of entries behind each bar.
Figure 3 — Retirement rate per class, with the number of entries behind each bar.

Figure 3 compares the classes directly.

Efficiency Over the Distance

Our efficiency score multiplies average lap speed by laps completed and compares that to the class average. It rewards cars that were fast and stayed out of trouble. A value of 1.000 is exactly class average.

The top score goes to #7 Toyota with 1.110. The winner, #83, is not on top here. Track position and strategy turned into a result that raw efficiency alone does not explain.

Efficiency score per car: average lap speed times laps, normalized to the class average.
Figure 4 — Efficiency score per car: average lap speed times laps, normalized to the class average.

Figure 4 ranks the cars by that score.

The Closing Phase

In the final hour, 47% of the field held position within ±1 place (n = 36). The closing hour stayed busy, with position changes across the field. The biggest single move came from #46 BMW, 8 places back.

Share of cars that changed position by no more than one place in the final hour.
Figure 5 — Share of cars that changed position by no more than one place in the final hour.

Figure 5 shows how settled the finish really was.

Fastest Lap and Class Gaps

The fastest single lap of the race belongs to #7 Toyota (Toyota Gazoo Racing): 1:52.564 at 176.3 km/h. Crew: Mike Conway, Kamui Kobayashi and Nyck de Vries.

Between HYPERCAR and LMGT3 sits a pace gap of 12.5 s per lap. That number decides how much traffic the leaders have to work through.

Class winners — HYPERCAR: #83 Ferrari (Ferrari AF Corse), LMGT3: #27 Aston Martin (Heart of Racing Team).

Putting the Race in Context

The winner averaged 168.0 km/h across 1,009 km. On a 5.513 km lap, that is the pace the whole strategy had to sustain.

We calculate the same metrics for every race in the archive: pace order, reliability by class, lead changes, winning margin, closing stability and efficiency. That makes this race directly comparable with every other round of the 2024 season — and with the seasons before it.

All figures are derived from the full classification of every race hour and are recalculated with each build.

Overall result HYPERCAR

Full final classification of the top class after 6 hours — car, driver crew, laps, gap, fastest race lap and average pace.

Overall result
PosNoManufacturer / CarTeam & DriversLapsGapFastest lapØ FL km/h
1#83FerrariFerrariFerrari 499PFerrari AF CorseRobert Kubica · Robert Shwartzman · Yifei Ye1831:53.145175.4
2#7ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingMike Conway · Kamui Kobayashi · Nyck de Vries183+1.7801:52.564176.3
3#50FerrariFerrariFerrari 499PFerrari AF CorseAntonio Fuoco · Miguel Molina · Nicklas Nielsen183+26.2821:52.935175.7
4#2CadillacCadillacCadillac V-Series.RCadillac RacingEarl Bamber · Alex Lynn183+46.9241:53.103175.5
5#35AlpineAlpineAlpine A424Alpine Endurance TeamPaul-Loup Chatin · Ferdinand Habsburg · Charles Milesi183+1'10.5131:52.584176.3
6#6PorschePorschePorsche 963Porsche Penske MotorsportKévin Estre · André Lotterer · Laurens Vanthoor183+1'36.8731:53.366175.1
7#5PorschePorschePorsche 963Porsche Penske MotorsportMatt Campbell · Michael Christensen · Frédéric Makowiecki183+1'41.4941:53.347175.1
8#15BMWBMWBMW M Hybrid V8BMW M Team WRTDries Vanthoor · Raffaele Marciello · Marco Wittmann182+1 Laps1:53.181175.4
9#36AlpineAlpineAlpine A424Alpine Endurance TeamNicolas Lapierre · Mick Schumacher · Matthieu Vaxiviere182+1 Laps1:52.633176.2
10#38PorschePorschePorsche 963Hertz Team JOTAJenson Button · Philip Hanson · Oliver Rasmussen182+1 Laps1:53.134175.4
11#99PorschePorschePorsche 963Proton CompetitionHarry Tincknell · Neel Jani · Julien Andlauer182+1 Laps1:53.252175.2
12#93PeugeotPeugeotPeugeot 9X8Peugeot TotalEnergiesMikkel Jensen · Nico Müller · Jean-Eric Vergne182+1 Laps1:53.635174.7
13#20BMWBMWBMW M Hybrid V8BMW M Team WRTSheldon van der Linde · Robin Frijns · René Rast182+1 Laps1:52.976175.7
14#63LamborghiniLamborghiniLamborghini SC63Lamborghini Iron LynxMirko Bortolotti · Edoardo Mortara · Daniil Kvyat182+1 Laps1:53.805174.4
15#8ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingSébastien Buemi · Brendon Hartley · Ryo Hirakawa181+2 Laps1:53.157175.4
31#12PorschePorschePorsche 963Hertz Team JOTAWill Stevens · Callum Ilott · Norman Nato71+112 Laps Not classified1:53.523174.8
33#94PeugeotPeugeotPeugeot 9X8Peugeot TotalEnergiesPaul di Resta · Loïc Duval · Stoffel Vandoorne121+62 Laps Retired1:54.322173.6
35#51FerrariFerrariFerrari 499PFerrari AF CorseAlessandro Pier Guidi · James Calado · Antonio Giovinazzi55+128 Laps Retired1:53.568174.8

Season context: the full 2024 WEC season in data · all-time WEC records

Class winners in detail

The winners of each class with overall position, car, crew and fastest lap.

Class winners in detail
ClassOverallNoManufacturer / CarTeam & DriversLapsFastest lap
HYPERCARP1#83FerrariFerrariFerrari 499PFerrari AF CorseRobert Kubica · Robert Shwartzman · Yifei Ye1831:53.145
LMGT3P16#27Aston MartinAston MartinAston Martin Vantage AMR LMGT3Heart of Racing TeamIan James · Daniel Mancinelli · Alex Riberas1642:05.129

Manufacturer pace

Average of the fastest lap speed per manufacturer. It measures real pace over the distance, not a single outlier.

Alpine
176.25
Toyota
175.85
BMW
175.55
Ferrari
175.3
Porsche
175.12
Peugeot
174.15

Reliability by class

Retirement rate per class — the toughest filter of a long-distance race.

HYPERCAR
16.7% · n18
LMGT3
27.8% · n18

Lap efficiency score

(avg FL km/h × laps) normalized to the class mean. It combines pace, distance and durability in one number — 1.000 = class mean.

#7 Toyota
1.110
#35 Alpine
1.110
#50 Ferrari
1.106
#83 Ferrari
1.105
#2 Cadillac
1.105
#36 Alpine
1.104
#6 Porsche
1.103
#5 Porsche
1.103

Position stability, final hour

Share of cars that held their position within ±1 in the final hour (n=36).

47%

A lively closing phase with numerous late position changes.

Race dynamics compared

The same metrics for every race — so Le Mans is directly comparable with Daytona, and year with year.

4Lead changes (4 leaders)
1.780Winning margin over P2
12.5 sPace delta HYPERCAR → LMGT3
HYPERCARtop class analyzed
1.8 sClosest lead gap
6/6Hours inside 30 s
1,009 kmWinning distance
168Average speed km/h
496Position changes total
107Drivers in the field

Fastest race lap

The quickest single lap of the whole race — peak pace, not race pace.

1:52.564 · 176.3 km/h — #7 Toyota, Toyota Gazoo Racing (HYPERCAR)
Mike Conway · Kamui Kobayashi · Nyck de Vries

Steadiest cars

Laps per hour and their spread. A low spread means few stops, few incidents, a clean rhythm.

NoManufacturerLaps/hSpread
#93Peugeot30±0
#99Porsche30±0
#94Peugeot30±0
#7Toyota30.2±0.4
#6Porsche30.2±0.4
#35Alpine30.2±0.4

WEC record at this circuit

The World Endurance Championship has raced here 8 times in the seasons we analyze, and Porsche has won most often (4). Every entry links to the full data analysis of that race.

Fastest lap on record
1:47.052 · 185.5 km/h
#8 Audi, Audi Sport Team Joest (2016)
Highest race average
176 km/h
Porsche (2017)
Seasons
2013, 2014, 2015, 2016, 2017, 2019-2020, 2024, 2025
WEC races at this circuit
YearRaceWinnerDistanceCars
20256 Hours of the Americas#6 Porsche
Porsche Penske Motorsport
662 km36
20246 Hours of the Americas#83 Ferrari
Ferrari AF Corse
1,009 km36
20206 Hours of the Americas#1 Rebellion
Rebellion Racing
1,042 km30
20176 Hours of the Americas#2 Porsche
Porsche LMP Team
1,058 km26
20166 Hours of the Americas#1 Porsche
Porsche Team
1,025 km31
20156 Hours of the Americas#17 Porsche
Porsche Team
1,020 km31
20146 Hours of the Americas#2 Audi
Audi Sport Team Joest
866 km29
20136 Hours of the Americas#2 Audi
Audi Sport Team Joest
1,031 km28

All-time WEC records · every WEC season in data