Motorsport Daten & KI · 24h Le Mans 2026

24h Le Mans 2026 — AI Data Analysis

Toyota wins Le Mans 2026 — and for the first time in years is also the fastest car. Manufacturer pace, reliability and the closing phase, analyzed hour by hour.

#7Winner · Toyota
381Laps led
62Cars total
24 hanalyzed

Winning crew · #7 Toyota RacingMike CONWAY · Kamui KOBAYASHI · Nyck DE VRIES

It is the punchline the Hypercar era has been waiting for: in 2026, the fastest car wins Le Mans again. Toyota tops the top-class pace ranking with 239.2 km/h average best-lap speed — and finishes on top as well. After 24 hours, the #7 TR010 Hybrid takes the checkered flag with 381 laps, ahead of the BMW #20 and its sister car, the #8 Toyota.

Pace and victory line up

For years the theory of the Toyota pace paradox held true: the fastest car over a single lap wins the 24-hour race less often than a slightly slower but more robust rival. In 2026 the paradox dissolves. The gap at the top of the pace ranking is razor-thin — Toyota 239.2, BMW 238.6, Cadillac 238.1 km/h — yet this time the works team translates its best-lap pace into durability over the distance as well. The top class has closed up more tightly than ever: fewer than five km/h separate the fastest and slowest competitive manufacturers.

At the bottom, Peugeot confirms its structural weakness: at 235.3 km/h, the 9X8 rounds out the manufacturer ranking — a consistent pattern that stretches across several editions and cannot be explained away by isolated incidents.

The final hour: BMW grabs P2

A look at positional stability points to a race decided early at the front: more than 95% of the cars hold their position within ±1 in the final hour. The exception is also the story of the podium — the BMW #20 passes the second Toyota in the closing phase and rescues P2 across the line +10.9 s behind the winner. A position change within the expected corridor, but with maximum sporting impact.

Class picture: LMP2 beats Hypercar on durability

Reliability delivers the harshest verdict. The spec platform of LMP2 (Oreca 07) posts a retirement rate of just 5.3% — more robust than the highly strung HYPERCAR class at 22.2%. At the other end sits LMGT3 at 32%: customer racing, mixed driver line-ups and 24 hours of sustained load exact the heaviest toll here. The pattern is stable across classes and contradicts the intuition that the most expensive technology is automatically the most durable.

The myth of nighttime degradation

A common narrative claims that cars measurably lose pace in the cold, dark hours. The data refutes it: the top class’s day/night delta comes in at −0.2 km/h — within measurement scatter. Modern hybrid prototypes with active tire and temperature management hold their level in the dark. At Le Mans, the night is decided by driver errors and traffic, not by aerodynamic or thermal degradation.

The analysis is based on the hour-by-hour classifications of all 24 race hours. Every metric is reproducibly derived from the position, lap and lap-time traces.

Overall result HYPERCAR

Full final classification of the top class after 24 hours — car, driver crew, laps, gap, fastest race lap and average pace.

PosNoManufacturer / CarTeam & DriversLapsGapFastest lapØ FL km/h
1#7ToyotaToyotaToyota TR010 HybridToyota RacingMike CONWAY · Kamui KOBAYASHI · Nyck DE VRIES3813:25.155239.1
2#20BMWBMWBMW M Hybrid V8BMW M Team WRTRobin FRIJNS · René RAST · Sheldon VAN DER LINDE381+10.9133:25.607238.6
3#8ToyotaToyotaToyota TR010 HybridToyota RacingSébastien BUEMI · Brendon HARTLEY · Ryo HIRAKAWA381+20.4173:25.041239.2
4#12CadillacCadillacCadillac V-Series.RCadillac Hertz Team JotaLouis DELÉTRAZ · Will STEVENS · Norman NATO381+32.3813:25.369238.9
5#51FerrariFerrariFerrari 499PFerrari AF CorseAlessandro PIER GUIDI · James CALADO · Antonio GIOVINAZZI381+2'22.4233:26.154237.9
6#35AlpineAlpineAlpine A424Alpine Endurance TeamAntónio FÉLIX DA COSTA · Charles MILESI · Ferdinand HABSBURG381+2'30.2053:26.243237.8
7#83FerrariFerrariFerrari 499PAF CorseYifei YE · Robert KUBICA · Philip HANSON381+2'35.5733:26.382237.7
8#007Aston MartinAston MartinAston Martin ValkyrieAston Martin Thor TeamHarry TINCKNELL · Tom GAMBLE · Ross GUNN379+2 Laps3:26.611237.4
9#101CadillacCadillacCadillac V-Series.RCadillac WTRRicky TAYLOR · Jordan TAYLOR · Filipe ALBUQUERQUE379+2 Laps3:26.368237.7
10#36AlpineAlpineAlpine A424Alpine Endurance TeamFrédéric MAKOWIECKI · Jules GOUNON · Victor MARTINS379+2 Laps3:26.399237.7
11#94PeugeotPeugeotPeugeot 9X8Peugeot TotalenergiesLoïc DUVAL · Malthe JAKOBSEN · Théo POURCHAIRE377+4 Laps3:28.688235.1
12#93PeugeotPeugeotPeugeot 9X8Peugeot TotalenergiesPaul DI RESTA · Stoffel VANDOORNE · Nick CASSIDY376+5 Laps3:28.268235.5
13#19GenesisGenesisGenesis GMR-001-HypercarGenesis Magma RacingMathieu JAMINET · Paul-Loup CHATIN · Daniel JUNCADELLA372+9 Laps3:27.645236.2
14#009Aston MartinAston MartinAston Martin ValkyrieAston Martin Thor TeamAlex RIBERAS · Marco SØRENSEN · Roman DE ANGELIS372+9 Laps3:26.326237.7
53#50FerrariFerrariFerrari 499PFerrari AF CorseAntonio FUOCO · Nicklas NIELSEN · Miguel MOLINA284+97 Laps Retired3:26.903237.1
54#15BMWBMWBMW M Hybrid V8BMW M Team WRTKevin MAGNUSSEN · Raffaele MARCIELLO · Dries VANTHOOR272+109 Laps Retired3:25.638238.5
55#17GenesisGenesisGenesis GMR-001-HypercarGenesis Magma RacingAndré LOTTERER · Luis Felipe DERANI · Mathys JAUBERT263+118 Laps Retired3:27.915235.9
58#38CadillacCadillacCadillac V-Series.RCadillac Hertz Team JotaSébastien BOURDAIS · Earl BAMBER · Jack AITKEN218+163 Laps Retired3:26.370237.7

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.

ClassOverallNoManufacturer / CarTeam & DriversLapsFastest lap
HYPERCARP1#7ToyotaToyotaToyota TR010 HybridToyota RacingMike CONWAY · Kamui KOBAYASHI · Nyck DE VRIES3813:25.155
LMP2P15#43OrecaOrecaOreca 07 - GibsonInter Europol CompetitionJakub SMIECHOWSKI · Tom DILLMANN · Nicholas YELLOLY3613:36.312
LMGT3P33#33CorvetteCorvetteCorvette Z06 LMGT3.RTF SportBen KEATING · Jonny EDGAR · Nicky CATSBURG3363:54.592

Manufacturer pace

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

Toyota
239.15
BMW
238.55
Cadillac
238.1
Alpine
237.75
Ferrari
237.57
Genesis
236.05
Peugeot
235.3
24h Le Mans 2026 — Manufacturer pace compared: average fastest lap speed per manufacturer
24h Le Mans 2026: Manufacturer pace compared — average of the fastest lap speed per manufacturer.

Reliability by class

Retirement rate per class — the toughest filter of a 24-hour race.

HYPERCAR
22.2% · n18
LMGT3
32% · n25
LMP2
5.3% · n19
24h Le Mans 2026 — Reliability by class: retirement rate per car class
24h Le Mans 2026: Retirement rate by class — the toughest filter of a 24-hour race.

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
1.090
#7 Toyota
1.089
#12 Cadillac
1.088
#20 BMW
1.087
#51 Ferrari
1.084
#35 Alpine
1.083
#83 Ferrari
1.083
#101 Cadillac
1.077
24h Le Mans 2026 — Lap efficiency score: pace, distance and durability per car
24h Le Mans 2026: Lap efficiency score — (avg FL km/h × laps) normalized to the class mean.

Day vs. Night

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

236.42Day
236.61Night
Δ -0.19 km/h. No relevant night degradation — modern hybrid prototypes hold their pace level in the dark.
24h Le Mans 2026 — Day-night pace: average top-class pace by day versus night
24h Le Mans 2026: Day versus night pace of the top class.

Position stability, final hour

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

95%

The race was decided early — the closing phase brought barely any movement.

24h Le Mans 2026 — Position stability in the final hour
24h Le Mans 2026: Position stability in the final hour — share of cars with at most ±1 position change.

Race dynamics compared

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

14Lead changes (5 leaders)
10.913Winning margin over P2
10.5 sPace delta HYPERCAR → LMP2
HYPERCARtop class analyzed