Motorsport Data & AI · 6 Hours of Monza 2022 · Season 2022

6 Hours of Monza 2022 — AI Data Analysis

Alpine wins the 6 Hours of Monza 2022 with the #36 Alpine A480. Pace order, reliability by class, lead changes and the closing phase in a data check.

#36Winner · Alpine
194Laps led
38Cars total
6 hanalyzed

Winning crew · #36 Alpine ELF TeamAndré Negrão · Nicolas Lapierre · Matthieu Vaxiviere

Alpine won the 6 Hours of Monza 2022 at Autodromo Nazionale Monza. The #36 Alpine A480 of Alpine ELF Team covered 194 laps over 6 hours, a race distance of 1,124 km. The winning crew: André Negrão, Nicolas Lapierre and Matthieu Vaxiviere. The margin to second place was just 2.762 s — a sprint finish after a full endurance race. The quickest manufacturer over one lap was Glickenhaus — but the win went to Alpine. Pace and result do not always match.

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 2.2 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: Glickenhaus (215.9 km/h), Alpine (213.3 km/h), Toyota (213.2 km/h).

Between the fastest and the slowest manufacturer in the HYPERCAR class lie 4.0 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

3 of 38 cars did not make the finish — an overall retirement rate of 8%. The heaviest toll fell on HYPERCAR with 33%, while LMGTE Pro came through best at 0%.

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 #36 Alpine with 1.307. 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, 76% of the field held position within ±1 place (n = 38). Most of the order was set, but a few fights ran to the end. The biggest single move came from #31 Oreca, 9 places forward.

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 #708 Glickenhaus (Glickenhaus Racing): 1:36.589 at 215.9 km/h. Crew: Olivier Pla, Romain Dumas and Luis Felipe Derani.

Between HYPERCAR and LMP2 sits a pace gap of 2.5 s per lap. That number decides how much traffic the leaders have to work through.

Class winners — HYPERCAR: #36 Alpine (Alpine ELF Team), LMP2: #41 Oreca (Realteam by WRT), LMGTE Pro: #64 Chevrolet (Corvette Racing), LMGTE Am: #77 Porsche (Dempsey - Proton Racing).

Putting the Race in Context

The winner averaged 186.9 km/h across 1,124 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 2022 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#36AlpineAlpineAlpine A480Alpine ELF TeamAndré Negrão · Nicolas Lapierre · Matthieu Vaxiviere1941:37.760213.3
2#8ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingSébastien Buemi · Brendon Hartley · Ryo Hirakawa194+2.7621:37.847213.1
3#7ToyotaToyotaToyota GR010 HybridToyota Gazoo RacingMike Conway · Kamui Kobayashi · Jose Maria Lopez192+2 Laps1:37.787213.3
33#94PeugeotPeugeotPeugeot 9X8Peugeot TotalEnergiesLoïc Duval · Gustavo Menezes · James Rossiter169+25 Laps1:38.364212
36#708GlickenhausGlickenhaus 007 LMHGlickenhaus RacingOlivier Pla · Romain Dumas · Luis Felipe Derani96+98 Laps Not classified1:36.589215.9
38#93PeugeotPeugeotPeugeot 9X8Peugeot TotalEnergiesPaul di Resta · Mikkel Jensen · Jean-Eric Vergne46+148 Laps Not classified1:38.398211.9

Season context: the full 2022 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#36AlpineAlpineAlpine A480Alpine ELF TeamAndré Negrão · Nicolas Lapierre · Matthieu Vaxiviere1941:37.760
LMP2P4#41OrecaOreca 07Realteam by WRTRui Andrade · Ferdinand Habsburg · Norman Nato1881:40.178
LMGTE ProP15#64ChevroletChevroletChevrolet Corvette C8.RCorvette RacingTommy Milner · Nick Tandy1811:46.300
LMGTE AmP20#77PorschePorschePorsche 911 RSR-19Dempsey - Proton RacingChristian Ried · Sebastian Priaulx · Harry Tincknell1791:47.790

Manufacturer pace

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

Glickenhaus
215.9
Alpine
213.3
Toyota
213.2
Peugeot
211.95

Reliability by class

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

HYPERCAR
33.3% · n6
LMGTE Am
7.7% · n13
LMGTE Pro
0% · n5
LMP2
0% · n14

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.

#36 Alpine
1.307
#8 Toyota
1.306
#7 Toyota
1.293
#94 Peugeot
1.132
#708 Glickenhaus
0.655
#93 Peugeot
0.308

Position stability, final hour

Share of cars that held their position within ±1 in the final hour (n=38).

76%

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.

2Lead changes (3 leaders)
2.762Winning margin over P2
2.5 sPace delta HYPERCAR → LMP2
HYPERCARtop class analyzed
2.2 sClosest lead gap
5/6Hours inside 30 s
1,124 kmWinning distance
186.9Average speed km/h
466Position changes total
109Drivers in the field

Fastest race lap

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

1:36.589 · 215.9 km/h — #708 Glickenhaus, Glickenhaus Racing (HYPERCAR)
Olivier Pla · Romain Dumas · Luis Felipe Derani

Steadiest cars

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

NoManufacturerLaps/hSpread
#7Toyota32.4±3.2
#36Alpine32.8±3.31
#8Toyota32.8±3.31
#94Peugeot27.8±3.66
#93Peugeot12±7.12
#708Glickenhaus22±11.58

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