Motorsport Data & AI · 6 Hours of Fuji 2023 · Season 2023

6 Hours of Fuji 2023 — AI Data Analysis

Toyota wins the 6 Hours of Fuji 2023 with the #7 Toyota GR010 Hybrid. Pace order, reliability by class, lead changes and the closing phase in a data check.

#7Winner · Toyota
229Laps led
36Cars total
6 hanalyzed

Winning crew · #7 Toyota Gazoo RacingMike Conway · Kamui Kobayashi · Jose Maria Lopez

Toyota won the 6 Hours of Fuji 2023 at Fuji Speedway. The #7 Toyota GR010 Hybrid of Toyota Gazoo Racing covered 229 laps over 6 hours, a race distance of 1,045 km. The winning crew: Mike Conway, Kamui Kobayashi and Jose Maria Lopez. The margin to second place was 39.1 s. The fastest manufacturer also produced the winner.

How the Lead Was Won

Across the race we counted 3 lead changes among 2 different cars in the HYPERCAR class. At the closest point, first and second were only 0.6 s apart. For 5 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: Toyota (180.7 km/h), Ferrari (180.7 km/h), Porsche (180.2 km/h).

Between the fastest and the slowest manufacturer in the HYPERCAR class lie 3.5 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

All 36 cars were classified at the flag. A race without a single retirement is rare and says a lot about how it was run.

Reliability decided nothing here, so the result came down to pace and strategy alone.

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 1.040. 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, 75% of the field held position within ±1 place (n = 36). Most of the order was set, but a few fights ran to the end. The biggest single move came from #4 Vanwall, 13 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): 1:30.780 at 181.0 km/h. Crew: Mike Conway, Kamui Kobayashi and Jose Maria Lopez.

Between HYPERCAR and LMP2 sits a pace gap of 3.3 s per lap. That number decides how much traffic the leaders have to work through.

Class winners — HYPERCAR: #7 Toyota (Toyota Gazoo Racing), LMP2: #41 Oreca (Team WRT), LMGTE Am: #54 Ferrari (Ferrari AF Corse).

Putting the Race in Context

The winner averaged 173.5 km/h across 1,045 km. On a 4.563 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 2023 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#7ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingMike Conway · Kamui Kobayashi · Jose Maria Lopez2291:30.780181
2#8ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingSébastien Buemi · Brendon Hartley · Ryo Hirakawa229+39.1191:31.059180.4
3#6PorschePorschePorsche 963Porsche Penske MotorsportKévin Estre · André Lotterer · Laurens Vanthoor229+47.7681:30.878180.8
4#50FerrariFerrariFerrari 499PFerrari AF CorseAntonio Fuoco · Miguel Molina · Nicklas Nielsen228+1 Laps1:30.967180.6
5#51FerrariFerrariFerrari 499PFerrari AF CorseAlessandro Pier Guidi · James Calado · Antonio Giovinazzi228+1 Laps1:30.918180.7
6#38PorschePorschePorsche 963Hertz Team JOTAAntonio Felix da Costa · William Stevens · Yifei Ye228+1 Laps1:31.301179.9
7#94PeugeotPeugeotPeugeot 9X8Peugeot TotalEnergiesLoïc Duval · Gustavo Menezes · Stoffel Vandoorne228+1 Laps1:31.555179.4
8#93PeugeotPeugeotPeugeot 9X8Peugeot TotalEnergiesPaul di Resta · Mikkel Jensen · Jean-Éric Vergne226+3 Laps1:31.789179
9#99PorschePorschePorsche 963Proton CompetitionNeel Jani · Gianmaria Bruni · Harry Tincknell221+8 Laps1:31.525179.5
10#2CadillacCadillacCadillac V-Series.RCadillac RacingEarl Bamber · Alex Lynn · Richard Westbrook219+10 Laps1:31.600179.3
22#4VanwallVanwall Vandervell 680Floyd Vanwall Racing TeamEsteban Guerrieri · Tristan Vautier · Joao Paulo de Oliveira211+18 Laps1:32.681177.2
36#5PorschePorschePorsche 963Porsche Penske MotorsportDane Cameron · Michael Christensen · Frédéric Makowiecki182+47 Laps1:30.983180.5

Season context: the full 2023 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#7ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingMike Conway · Kamui Kobayashi · Jose Maria Lopez2291:30.780
LMP2P11#41OrecaOreca 07Team WRTRui Andrade · Robert Kubica · Louis Delétraz2191:34.460
LMGTE AmP23#54FerrariFerrariFerrari 488 GTE EvoFerrari AF CorseThomas Flohr · Francesco Castellacci · Davide Rigon2101:38.686

Manufacturer pace

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

Toyota
180.7
Ferrari
180.65
Porsche
180.18
Peugeot
179.2
Vanwall
177.2

Who went the distance

This classification lists every starter as classified, so it shows no retirements. We measure the share of cars per class that completed at least 95 % of their class winner's distance.

HYPERCAR
83.3% · n12
LMGTE Am
100% · n13
LMP2
100% · n11

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
1.040
#6 Porsche
1.039
#8 Toyota
1.037
#50 Ferrari
1.034
#51 Ferrari
1.034
#38 Porsche
1.030
#94 Peugeot
1.027
#93 Peugeot
1.015

Position stability, final hour

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

75%

Mostly stable, but some late position battles.

Race dynamics compared

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

3Lead changes (2 leaders)
39.119Winning margin over P2
3.3 sPace delta HYPERCAR → LMP2
HYPERCARtop class analyzed
0.6 sClosest lead gap
5/6Hours inside 30 s
1,045 kmWinning distance
173.5Average speed km/h
452Position changes total
108Drivers in the field

Fastest race lap

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

1:30.780 · 181 km/h — #7 Toyota, Toyota Gazoo Racing (HYPERCAR)
Mike Conway · Kamui Kobayashi · Jose Maria Lopez

Steadiest cars

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

NoManufacturerLaps/hSpread
#8Toyota38.2±0.4
#7Toyota38.2±0.4
#93Peugeot37.6±0.49
#50Ferrari38±0.63
#94Peugeot38±0.63
#51Ferrari38±0.63

WEC record at this circuit

The World Endurance Championship has raced here 12 times in the seasons we analyze, and Toyota has won most often (9). Every entry links to the full data analysis of that race.

Fastest lap on record
1:24.645 · 194.1 km/h
#8 Audi, Audi Sport Team Joest (2016)
Highest race average
185.2 km/h
Toyota (2016)
Seasons
2012, 2013, 2014, 2015, 2016, 2017, 2018-2019, 2019-2020, 2022, 2023, 2024, 2025
WEC races at this circuit
YearRaceWinnerDistanceCars
20256 Hours of Fuji#35 Alpine
Alpine Endurance Team
922 km36
20246 Hours of Fuji#6 Porsche
Porsche Penske Motorsport
972 km36
20236 Hours of Fuji#7 Toyota
Toyota Gazoo Racing
1,045 km36
20226 Hours of Fuji#8 Toyota
Toyota Gazoo Racing
1,059 km36
20196 Hours of Fuji#8 Toyota
Toyota Gazoo Racing
1,059 km30
20186 Hours of Fuji#7 Toyota
Toyota Gazoo Racing
1,050 km34
20176 Hours of Fuji#8 Toyota
Toyota Gazoo Racing
516 km26
20166 Hours of Fuji#6 Toyota
Toyota Gazoo Racing
1,113 km32
20156 Hours of Fuji#17 Porsche
Porsche Team
986 km31
20146 Hours of Fuji#8 Toyota
Toyota Gazoo Racing
1,077 km27
20136 Hours of Fuji#7 Toyota
Toyota Gazoo Racing
73 km29
20126 Hours of Fuji#7 Toyota
Toyota Gazoo Racing
1,063 km27

All-time WEC records · every WEC season in data