Motorsport Data & AI · 8 Hours of Bahrain 2024 · Season 2024

8 Hours of Bahrain 2024 — AI Data Analysis

Toyota wins the 8 Hours of Bahrain 2024 with the #8 Toyota GR010 Hybrid. Pace order, reliability by class, lead changes and the closing phase in a data check.

#8Winner · Toyota
235Laps led
36Cars total
8 hanalyzed

Winning crew · #8 Toyota Gazoo RacingSébastien Buemi · Brendon Hartley · Ryo Hirakawa

Toyota won the 8 Hours of Bahrain 2024 at Bahrain International Circuit. The #8 Toyota GR010 Hybrid of Toyota Gazoo Racing covered 235 laps over 8 hours, a race distance of 1,272 km. The winning crew: Sébastien Buemi, Brendon Hartley and Ryo Hirakawa. The margin to second place was 29.2 s, close enough to keep the result open late. The fastest manufacturer also produced the winner.

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 1.3 s apart. For 8 of 8 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: Toyota (175.1 km/h), Alpine (174.4 km/h), Ferrari (174.3 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 losses were spread evenly: every class lost roughly the same share of its field.

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 #8 Toyota with 1.084. That is the winning car — speed and durability came from the same package.

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 #63 Lamborghini, 14 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 #8 Toyota (Toyota Gazoo Racing): 1:50.492 at 176.3 km/h. Crew: Sébastien Buemi, Brendon Hartley and Ryo Hirakawa.

Between HYPERCAR and LMGT3 sits a pace gap of 11.7 s per lap. That number decides how much traffic the leaders have to work through.

Class winners — HYPERCAR: #8 Toyota (Toyota Gazoo Racing), LMGT3: #55 Ferrari (Vista AF Corse).

Putting the Race in Context

The winner averaged 158.5 km/h across 1,272 km. On a 5.412 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 8 hours — car, driver crew, laps, gap, fastest race lap and average pace.

Overall result
PosNoManufacturer / CarTeam & DriversLapsGapFastest lapØ FL km/h
1#8ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingSébastien Buemi · Brendon Hartley · Ryo Hirakawa2351:50.492176.3
2#5PorschePorschePorsche 963Porsche Penske MotorsportMatt Campbell · Michael Christensen · Frédéric Makowiecki235+29.1771:52.177173.7
3#93PeugeotPeugeotPeugeot 9X8Peugeot TotalEnergiesMikkel Jensen · Nico Müller · Jean-Eric Vergne235+36.7991:52.056173.9
4#35AlpineAlpineAlpine A424Alpine Endurance TeamPaul-Loup Chatin · Ferdinand Habsburg · Jules Gounon235+37.4041:51.773174.3
5#15BMWBMWBMW M Hybrid V8BMW M Team WRTDries Vanthoor · Raffaele Marciello · Marco Wittmann235+47.9161:51.562174.6
6#2CadillacCadillacCadillac V-Series.RCadillac RacingEarl Bamber · Alex Lynn · Sébastien Bourdais235+55.8411:52.707172.9
7#38PorschePorschePorsche 963Hertz Team JOTAJenson Button · Philip Hanson · Oliver Rasmussen235+1'00.8341:51.975174
8#83FerrariFerrariFerrari 499PFerrari AF CorseRobert Kubica · Robert Shwartzman · Yifei Ye235+1'03.5391:51.799174.3
9#36AlpineAlpineAlpine A424Alpine Endurance TeamCharles Milesi · Mick Schumacher · Matthieu Vaxiviere235+1'12.0641:51.648174.5
10#6PorschePorschePorsche 963Porsche Penske MotorsportKévin Estre · André Lotterer · Laurens Vanthoor235+1'19.7111:51.596174.6
11#50FerrariFerrariFerrari 499PFerrari AF CorseAntonio Fuoco · Miguel Molina · Nicklas Nielsen235+1'30.6511:51.607174.6
12#99PorschePorschePorsche 963Proton CompetitionHarry Tincknell · Neel Jani · Julien Andlauer234+1 Laps1:51.715174.4
13#12PorschePorschePorsche 963Hertz Team JOTAWill Stevens · Callum Ilott · Norman Nato234+1 Laps1:51.963174
14#51FerrariFerrariFerrari 499PFerrari AF CorseAlessandro Pier Guidi · James Calado · Antonio Giovinazzi233+2 Laps1:52.055173.9
29#63LamborghiniLamborghiniLamborghini SC63Lamborghini Iron LynxMirko Bortolotti · Edoardo Mortara · Daniil Kvyat200+35 Laps Retired1:52.397173.3
30#94PeugeotPeugeotPeugeot 9X8Peugeot TotalEnergiesPaul di Resta · Loïc Duval · Stoffel Vandoorne179+56 Laps Retired1:52.879172.6
33#7ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingMike Conway · Kamui Kobayashi · Nyck de Vries175+60 Laps Retired1:52.076173.8
35#20BMWBMWBMW M Hybrid V8BMW M Team WRTSheldon van der Linde · Robin Frijns · René Rast111+124 Laps Retired1:52.468173.2

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#8ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingSébastien Buemi · Brendon Hartley · Ryo Hirakawa2351:50.492
LMGT3P15#55FerrariFerrariFerrari 296 LMGT3Vista AF CorseFrançois Heriau · Simon Mann · Alessio Rovera2142:02.970

Manufacturer pace

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

Toyota
175.05
Alpine
174.4
Ferrari
174.27
Porsche
174.14
BMW
173.9
Lamborghini
173.3
Peugeot
173.25

Reliability by class

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

HYPERCAR
22.2% · n18
LMGT3
22.2% · 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.

#8 Toyota
1.084
#15 BMW
1.074
#6 Porsche
1.074
#50 Ferrari
1.074
#36 Alpine
1.073
#35 Alpine
1.072
#83 Ferrari
1.072
#38 Porsche
1.070

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)
29.177Winning margin over P2
11.7 sPace delta HYPERCAR → LMGT3
HYPERCARtop class analyzed
1.3 sClosest lead gap
8/8Hours inside 30 s
1,272 kmWinning distance
158.5Average speed km/h
724Position changes total
108Drivers in the field

Fastest race lap

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

1:50.492 · 176.3 km/h — #8 Toyota, Toyota Gazoo Racing (HYPERCAR)
Sébastien Buemi · Brendon Hartley · Ryo Hirakawa

Steadiest cars

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

NoManufacturerLaps/hSpread
#94Peugeot29.4±2.24
#8Toyota29±2.27
#51Ferrari28.71±2.43
#99Porsche28.86±2.47
#38Porsche29±2.56
#36Alpine29±2.56

WEC record at this circuit

The World Endurance Championship has raced here 14 times in the seasons we analyze, and Toyota has won most often (11). Every entry links to the full data analysis of that race.

Fastest lap on record
1:41.511 · 191.9 km/h
#8 Audi, Audi Sport Team Joest (2016)
Highest race average
181.2 km/h
Audi (2016)
Seasons
2012, 2013, 2014, 2015, 2016, 2017, 2019-2020, 2021, 2022, 2023, 2024, 2025
WEC races at this circuit
YearRaceWinnerDistanceCars
20258 Hours of Bahrain#7 Toyota
Toyota Gazoo Racing
1,283 km36
20248 Hours of Bahrain#8 Toyota
Toyota Gazoo Racing
1,272 km36
20238 Hours of Bahrain#8 Toyota
Toyota Gazoo Racing
1,348 km36
20228 Hours of Bahrain#7 Toyota
Toyota Gazoo Racing
1,326 km37
20216 Hours of Bahrain#7 Toyota
Toyota Gazoo Racing
1,001 km31
20218 Hours of Bahrain#8 Toyota
Toyota Gazoo Racing
1,337 km31
20208 Hours of Bahrain#7 Toyota
Toyota Gazoo Racing
1,423 km24
20198 Hours of Bahrain#7 Toyota
Toyota Gazoo Racing
1,391 km31
20176 Hours of Bahrain#8 Toyota
Toyota Gazoo Racing
1,077 km26
20166 Hours of Bahrain#8 Audi
Audi Sport Team Joest
1,088 km31
20156 Hours of Bahrain#18 Porsche
Porsche Team
1,077 km32
20146 Hours of Bahrain#7 Toyota
Toyota Gazoo Racing
1,055 km27
20136 Hours of Bahrain#8 Toyota
Toyota Gazoo Racing
1,077 km28
20126 Hours of Bahrain#1 Audi
Audi Sport Team Joest
1,034 km28

All-time WEC records · every WEC season in data