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

6 Hours of Monza 2023 — AI Data Analysis

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

#7Winner · Toyota
200Laps led
36Cars total
6 hanalyzed

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

Toyota won the 6 Hours of Monza 2023 at Autodromo Nazionale Monza. The #7 Toyota GR010 Hybrid of Toyota Gazoo Racing covered 200 laps over 6 hours, a race distance of 1,159 km. The winning crew: Mike Conway, Kamui Kobayashi and Jose Maria Lopez. The margin to second place was 16.5 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 2 lead changes among 3 different cars in the HYPERCAR class. At the closest point, first and second were only 3.7 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 (215.6 km/h), Ferrari (215.2 km/h), Peugeot (214.8 km/h).

Between the fastest and the slowest manufacturer in the HYPERCAR class lie 6.3 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

5 of 36 cars did not make the finish — an overall retirement rate of 14%. The heaviest toll fell on LMP2 with 18%, while HYPERCAR came through best at 8%.

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 1.044. 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, 67% 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 #31 Oreca, 20 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): 1:36.696 at 215.7 km/h. Crew: Mike Conway, Kamui Kobayashi and Jose Maria Lopez.

Between HYPERCAR and LMP2 sits a pace gap of 3.7 s per lap. That number decides how much traffic the leaders have to work through.

Class winners — HYPERCAR: #7 Toyota (Toyota Gazoo Racing), LMP2: #28 Oreca (JOTA), LMGTE Am: #77 Porsche (Dempsey - Proton Racing).

Putting the Race in Context

The winner averaged 192.8 km/h across 1,159 km. On a 5.793 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 Lopez2001:36.696215.7
2#50FerrariFerrariFerrari 499PFerrari AF CorseAntonio Fuoco · Miguel Molina · Nicklas Nielsen200+16.5201:36.753215.5
3#93PeugeotPeugeotPeugeot 9X8Peugeot TotalEnergiesPaul di Resta · Mikkel Jensen · Jean-Éric Vergne200+1'18.1791:37.239214.5
4#5PorschePorschePorsche 963Porsche Penske MotorsportDane Cameron · Michael Christensen · Frédéric Makowiecki199+1 Laps1:37.350214.2
5#51FerrariFerrariFerrari 499PFerrari AF CorseAlessandro Pier Guidi · James Calado · Antonio Giovinazzi199+1 Laps1:36.984215
6#8ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingSébastien Buemi · Brendon Hartley · Ryo Hirakawa199+1 Laps1:36.802215.4
7#6PorschePorschePorsche 963Porsche Penske MotorsportKévin Estre · André Lotterer · Laurens Vanthoor199+1 Laps1:37.395214.1
8#708GlickenhausGlickenhaus 007 LMHGlickenhaus RacingRomain Dumas · Olivier Pla · Nathanaël Berthon199+1 Laps1:37.861213.1
9#38PorschePorschePorsche 963Hertz Team JOTAAntonio Felix da Costa · William Stevens · Yifei Ye198+2 Laps1:37.290214.4
10#2CadillacCadillacCadillac V-Series.RCadillac RacingEarl Bamber · Alex Lynn · Richard Westbrook198+2 Laps1:37.251214.4
19#94PeugeotPeugeotPeugeot 9X8Peugeot TotalEnergiesLoïc Duval · Gustavo Menezes · Nico Müller191+9 Laps1:36.916215.2
20#4VanwallVanwall Vandervell 680Floyd Vanwall Racing TeamEsteban Guerrieri · Tristan Vautier · Joao Paulo de Oliveira191+9 Laps1:39.676209.2
33#99PorschePorschePorsche 963Proton CompetitionGianmaria Bruni · Harry Tincknell · Neel Jani134+66 Laps Retired1:37.530213.8

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 Lopez2001:36.696
LMP2P11#28OrecaOreca 07JOTADavid Heinemeier-Hansson · Pietro Fittipaldi · Oliver Rasmussen1931:40.915
LMGTE AmP22#77PorschePorschePorsche 911 RSR-19Dempsey - Proton RacingChristian Ried · Mikkel Pedersen · Julien Andlauer1851:47.122

Manufacturer pace

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

Toyota
215.55
Ferrari
215.25
Peugeot
214.85
Porsche
214.12
Vanwall
209.2

Reliability by class

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

HYPERCAR
7.7% · n13
LMGTE Am
16.7% · n12
LMP2
18.2% · 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
1.044
#50 Ferrari
1.043
#93 Peugeot
1.038
#8 Toyota
1.038
#51 Ferrari
1.036
#5 Porsche
1.032
#6 Porsche
1.031
#38 Porsche
1.028

Position stability, final hour

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

67%

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.

2Lead changes (3 leaders)
16.520Winning margin over P2
3.7 sPace delta HYPERCAR → LMP2
HYPERCARtop class analyzed
3.7 sClosest lead gap
5/6Hours inside 30 s
1,159 kmWinning distance
192.8Average speed km/h
458Position changes total
108Drivers in the field

Fastest race lap

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

1:36.696 · 215.7 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
#4Vanwall32±1.26
#708Glickenhaus33.6±1.62
#5Porsche33.6±1.74
#6Porsche33.6±1.85
#51Ferrari33.6±1.85
#2Cadillac33.4±1.85

WEC record at this circuit

The World Endurance Championship has raced here 3 times in the seasons we analyze, and Toyota has won most often (2). Every entry links to the full data analysis of that race.

Fastest lap on record
1:36.589 · 215.9 km/h
#708 Glickenhaus, Glickenhaus Racing (2022)
Highest race average
196.3 km/h
Toyota (2021)
Seasons
2021, 2022, 2023
WEC races at this circuit
YearRaceWinnerDistanceCars
20236 Hours of Monza#7 Toyota
Toyota Gazoo Racing
1,159 km36
20226 Hours of Monza#36 Alpine
Alpine ELF Team
1,124 km38
20216 Hours of Monza#7 Toyota
Toyota Gazoo Racing
1,182 km36

All-time WEC records · every WEC season in data