Motorsport Data & AI · 24 Hours of Le Mans 2023 · Season 2023

24 Hours of Le Mans 2023 — AI Data Analysis

Ferrari wins the 24 Hours of Le Mans 2023 with the #51 Ferrari 499P. Pace order, reliability by class, lead changes and the closing phase in a data check.

#51Winner · Ferrari
342Laps led
62Cars total
24 hanalyzed

Winning crew · #51 Ferrari AF CorseAlessandro Pier Guidi · James Calado · Antonio Giovinazzi

Ferrari won the 24 Hours of Le Mans 2023 at Circuit de la Sarthe. The #51 Ferrari 499P of Ferrari AF Corse covered 342 laps over 24 hours, a race distance of 4,660 km. The winning crew: Alessandro Pier Guidi, James Calado and Antonio Giovinazzi. The margin to second place was 0 laps — a clear, controlled win. The fastest manufacturer also produced the winner.

How the Lead Was Won

Across the race we counted 10 lead changes among 6 different cars in the HYPERCAR class. At the closest point, first and second were only 1.3 s apart. For 17 of 19 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: Ferrari (236.3 km/h), Cadillac (235.8 km/h), Porsche (235.2 km/h).

Between the fastest and the slowest manufacturer in the HYPERCAR class lie 5.7 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

22 of 61 cars did not make the finish — an overall retirement rate of 36%. The heaviest toll fell on LMGTE Am with 57%, while HYPERCAR came through best at 19%.

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 1.201. The winner, #51, 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.

Night Versus Day

Top-class cars averaged 234.1 km/h in daylight and 233.7 km/h at night. The difference is 0.33 km/h — faster in daylight.

In other words: no measurable night effect. Darkness costs concentration and makes traffic harder to read, but it does not slow modern prototypes down.

Average top-class pace in daylight hours versus night hours.
Figure 5 — Average top-class pace in daylight hours versus night hours.

Figure 5 puts both phases next to each other.

The Closing Phase

In the final hour, 81% of the field held position within ±1 place (n = 62). Most of the order was set, but a few fights ran to the end. The biggest single move came from #5 Porsche, 11 places back.

Share of cars that changed position by no more than one place in the final hour.
Figure 6 — Share of cars that changed position by no more than one place in the final hour.

Figure 6 shows how settled the finish really was.

Fastest Lap and Class Gaps

The fastest single lap of the race belongs to #50 Ferrari (Ferrari AF Corse): 3:27.218 at 236.7 km/h. Crew: Antonio Fuoco, Miguel Molina and Nicklas Nielsen.

Between HYPERCAR and LMP2 sits a pace gap of 9.1 s per lap. That number decides how much traffic the leaders have to work through.

Class winners — HYPERCAR: #51 Ferrari (Ferrari AF Corse), LMP2: #34 Oreca (Inter Europol Competition), LMGTE Am: #33 Chevrolet (Corvette Racing), Garage 56: #24 Chevrolet (Hendrick Motorsports).

Putting the Race in Context

The winner averaged 194.1 km/h across 4,660 km. On a 13.626 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 24 hours — car, driver crew, laps, gap, fastest race lap and average pace.

Overall result
PosNoManufacturer / CarTeam & DriversLapsGapFastest lapØ FL km/h
1#51FerrariFerrariFerrari 499PFerrari AF CorseAlessandro Pier Guidi · James Calado · Antonio Giovinazzi3423:27.890236
2#8ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingSébastien Buemi · Brendon Hartley · Ryo Hirakawa342+1'21.7933:27.549236.3
3#2CadillacCadillacCadillac V-Series.RCadillac RacingEarl Bamber · Alex Lynn · Richard Westbrook341+1 Laps3:27.967235.9
4#3CadillacCadillacCadillac V-Series.RCadillac RacingSébastien Bourdais · Renger van der Zande · Scott Dixon340+2 Laps3:28.298235.5
5#50FerrariFerrariFerrari 499PFerrari AF CorseAntonio Fuoco · Miguel Molina · Nicklas Nielsen337+5 Laps3:27.218236.7
6#708GlickenhausGlickenhaus 007 LMHGlickenhaus RacingRomain Dumas · Ryan Briscoe · Olivier Pla335+7 Laps3:29.577234.1
7#709GlickenhausGlickenhaus 007 LMHGlickenhaus RacingFranck Mailleux · Nathanaël Berthon · Esteban Gutierrez333+9 Laps3:29.936233.7
8#93PeugeotPeugeotPeugeot 9X8Peugeot TotalEnergiesPaul di Resta · Mikkel Jensen · Jean-Éric Vergne330+12 Laps3:28.796234.9
16#5PorschePorschePorsche 963Porsche Penske MotorsportDane Cameron · Michael Christensen · Frédéric Makowiecki325+17 Laps3:27.987235.8
17#311CadillacCadillacCadillac V-Series.RAction Express RacingLuis Felipe Derani · Alexander Sims · Jack Aitken324+18 Laps3:27.963235.9
22#6PorschePorschePorsche 963Porsche Penske MotorsportKévin Estre · André Lotterer · Laurens Vanthoor320+22 Laps3:28.294235.5
27#94PeugeotPeugeotPeugeot 9X8Peugeot TotalEnergiesLoïc Duval · Gustavo Menezes · Nico Müller312+30 Laps3:28.446235.3
40#38PorschePorschePorsche 963Hertz Team JOTAAntonio Felix da Costa · William Stevens · Yifei Ye244+98 Laps3:28.075235.7
45#4VanwallVanwall Vandervell 680Floyd Vanwall Racing TeamTom Dillmann · Esteban Guerrieri · Tristan Vautier165+177 Laps Retired3:32.636230.7
51#7ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingMike Conway · Kamui Kobayashi · Jose Maria Lopez103+239 Laps Retired3:29.993233.6
54#75PorschePorschePorsche 963Porsche Penske MotorsportFelipe Nasr · Mathieu Jaminet · Nicholas Tandy84+258 Laps Retired3:29.916233.7

Season context: the full 2023 WEC season in data · all-time WEC records

See also: Le Mans — roll of honor of all overall winners

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#51FerrariFerrariFerrari 499PFerrari AF CorseAlessandro Pier Guidi · James Calado · Antonio Giovinazzi3423:27.890
LMP2P9#34OrecaOreca 07Inter Europol CompetitionJakub Smiechowski · Albert Costa · Fabio Scherer3283:36.739
LMGTE AmP26#33ChevroletChevroletChevrolet Corvette C8.RCorvette RacingNicky Catsburg · Ben Keating · Nicolas Varrone3133:50.439
Garage 56P39#24ChevroletChevroletChevrolet Camaro GT4Hendrick MotorsportsJimmie Johnson · Mike Rockenfeller · Jenson Button2853:50.512

Manufacturer pace

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

Ferrari
236.35
Cadillac
235.77
Porsche
235.18
Peugeot
235.1
Toyota
234.95
Vanwall
230.7

Reliability by class

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

HYPERCAR
18.8% · n16
LMGTE Am
57.1% · n21
LMP2
29.2% · n24

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
1.201
#51 Ferrari
1.199
#2 Cadillac
1.195
#3 Cadillac
1.190
#50 Ferrari
1.185
#708 Glickenhaus
1.165
#709 Glickenhaus
1.156
#93 Peugeot
1.152

Day vs. Night

Average top-class pace by day versus night (hours 10–15).

234.05Day
233.72Night
Δ +0.33 km/h. No relevant night degradation — modern hybrid prototypes hold their pace level in the dark.

Position stability, final hour

Share of cars that held their position within ±1 in the final hour (n=62).

81%

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.

10Lead changes (6 leaders)
1'21.793Winning margin over P2
9.1 sPace delta HYPERCAR → LMP2
HYPERCARtop class analyzed
1.3 sClosest lead gap
17/19Hours inside 30 s
4,660 kmWinning distance
194.1Average speed km/h
2774Position changes total
186Drivers in the field

Fastest race lap

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

3:27.218 · 236.7 km/h — #50 Ferrari, Ferrari AF Corse (HYPERCAR)
Antonio Fuoco · Miguel Molina · Nicklas Nielsen

Steadiest cars

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

NoManufacturerLaps/hSpread
#7Toyota13±2.14
#709Glickenhaus13.96±2.42
#8Toyota14.35±2.44
#51Ferrari14.35±2.44
#2Cadillac14.3±2.44
#3Cadillac14.26±2.44

WEC record at this circuit

The World Endurance Championship has raced here 15 times in the seasons we analyze, and Toyota has won most often (6). Every entry links to the full data analysis of that race.

Fastest lap on record
3:17.297 · 248.6 km/h
#7 Toyota, Toyota Gazoo Racing (2019)
Highest race average
224.2 km/h
Porsche (2015)
Seasons
2012, 2013, 2014, 2015, 2016, 2017, 2018-2019, 2019-2020, 2021, 2022, 2023, 2024, 2025, 2026
WEC races at this circuit
YearRaceWinnerDistanceCars
202624 Hours of Le Mans#7 Toyota
Toyota Gazoo Racing
5,192 km62
202524 Hours of Le Mans#83 Ferrari
Ferrari AF Corse
5,273 km62
202424 Hours of Le Mans#50 Ferrari
Ferrari AF Corse
4,238 km62
202324 Hours of Le Mans#51 Ferrari
Ferrari AF Corse
4,660 km62
202224 Hours of Le Mans#8 Toyota
Toyota Gazoo Racing
5,178 km62
202124 Hours of Le Mans#7 Toyota
Toyota Gazoo Racing
5,055 km61
202024 Hours of Le Mans#8 Toyota
Toyota Gazoo Racing
5,273 km59
201924 Hours of Le Mans#8 Toyota
Toyota Gazoo Racing
5,246 km61
201824 Hours of Le Mans#8 Toyota
Toyota Gazoo Racing
5,287 km60
201724 Hours of Le Mans#2 Porsche
Porsche LMP Team
5,001 km60
201624 Hours of Le Mans#2 Porsche
Porsche Team
5,232 km60
201524 Hours of Le Mans#19 Porsche
Porsche Team
5,382 km55
201424 Hours of Le Mans#2 Audi
Audi Sport Team Joest
5,164 km54
201324 Hours of Le Mans#2 Audi
Audi Sport Team Joest
4,742 km56
201224 Hours of Le Mans#1 Audi
Audi Sport Team Joest
5,151 km56

All-time WEC records · every WEC season in data