Ferrari 499P vs Toyota GR010, every WEC circuit, every year

When the Ferrari 499P arrived in 2023, the Toyota GR010 Hybrid had been the Hypercar class for two seasons. By the end of 2025, Ferrari had taken three consecutive Le Mans wins and the manufacturer title. For 2026 Toyota brought a bodywork-updated version called the TR010 Hybrid, won the Imola opener, and reset the conversation. Over twenty-five head-to-head WEC races, the two cars have produced one of the closest direct-rivalry pace battles modern endurance racing has seen.

This story is the full circuit-by-circuit pace ledger from race-day lap data, plus the qualifying picture and the Le Mans 24h shortlist. The data comes from the WEC Engine race-lap table after the 2026-05-14 ETL fix that normalised the Hypercar lap dataset.

A note on chassis IDs before the tables: the Toyota Hypercar appears in our DB under three rows. The 2021-2023 "GR010 HYBRID" entry. The 2024-2025 "GR010 - Hybrid" entry, which is a parser naming variant of the same chassis. The 2026 "TR010 Hybrid" entry, which is a genuine bodywork update with Evo jokers in line with the team's Toyota Racing rebrand for 2026. The TR010 is the same monocoque and hybrid system as the GR010 with new aero. All three are aggregated as "Toyota" below; year columns specify which version was in service.

Race-pace headline: Ferrari leads on most circuits, but not by much

Best race lap by car at every WEC circuit, head-to-head years only (where both manufacturers entered):

Tallying the head-to-head: Ferrari is faster on best race lap in 13 of 24 events; Toyota in 11. Median absolute gap is 0.598 seconds. The pace edge swings year to year on most circuits and persists year over year on only a handful.

Three circuits where the gap is structural

Strip out the year-to-year noise and three circuits show a consistent pattern across every head-to-head edition.

Bahrain belongs to Toyota. Every year the cars have raced there together (2023, 2024, 2025), the GR010 has set a faster best race lap than the 499P. The gap averages 1.099 seconds, which is significant in a class where BoP is tuned to keep the field inside half a second on pace. Bahrain is a low-grip, fuel-economy-critical circuit; Toyota's hybrid system has historically run with a fuel-burn advantage that pays off most at desert tracks with long stints. Both factory Bahrain wins in the Hypercar era have gone to Toyota.

Imola belongs to Ferrari. Both 2024 and 2025 produced a Ferrari best lap 0.4-0.8 seconds clear of the Toyota best, and 2026's Imola opener kept the same pattern despite Toyota's new TR010 bodywork. The reason is geometric: Imola's twisty, undulating layout rewards the 499P's higher mechanical-grip set-up and shorter wheelbase, both of which were chosen during the Ferrari design phase to suit Italian-style circuits. Toyota won the 2026 race because of strategy (the rain-delayed start let the GR010 stretch fuel windows) but the qualifying and race-pace data still favoured Ferrari.

Losail belongs to Ferrari. Two head-to-head editions in 2024 and 2025, Ferrari faster on race pace both times by 0.4 and 0.8 seconds respectively. The 499P also took pole at both Qatar season-openers. This is interesting because Losail has the long fast turns where the Toyota hybrid system can pull its weight; the Ferrari edge here suggests aerodynamic-efficiency dominance more than power-unit dominance.

Le Mans: Ferrari faster in qualifying every year, race winner every year

The Ferrari-Toyota qualifying ledger at Le Mans across the three head-to-head 24-hour races:

The 2023 Hyperpole margin of 1.469 seconds is the largest gap on a single-lap basis between the two manufacturers in any Hypercar-era WEC session. By 2025 the qualifying gap had collapsed to 0.273 seconds, with the Cadillac by then overtaking Toyota as Ferrari's nearest single-lap threat. The full Hypercar lap-record context lives in the Le Mans Hypercar lap record story.

2024 Le Mans is the one race in this set where Toyota did not make it into Hyperpole at all. The #8 missed the cut by 0.301 seconds and the #7 had all its laps deleted after Kamui Kobayashi caused a red flag while sitting fourth-fastest, per sportscar365 / the-race coverage. Both Toyotas started outside the top ten despite being capable of front-row pace on outright lap, which is why our data above shows only the regular-Q gap that year.

The 2024 race best lap is the one outlier in the entire dataset where Toyota was faster. The Toyota #7 set a 3:28.562 dry-lap vs Ferrari's #50 at 3:29.098, but the race was disrupted by two red-flag weather windows and Ferrari ran the more conservative tyre strategy across the night. Toyota came home 2nd (#7) and 5th (#8).

The 2024 Sao Paulo anomaly

One head-to-head result in the entire dataset sits more than one second clear of every other result for the year, and it goes Toyota's way: Sao Paulo 2024, where the GR010 set a 1:24.801 best race lap against Ferrari's 1:26.282. That is a 1.481-second gap on race pace at a 4.309 km circuit, which corresponds roughly to the BoP setting Toyota received before the round in compensation for a poor Le Mans + Sao Paulo 2023 set.

Toyota won that race by 33 seconds over the second-placed Porsche, with the leading Ferrari third on the road. It is the single most dominant single-event performance Toyota has had with the GR010 since 2022, and it is the dataset's clearest evidence that the BoP balance can swing significantly between rounds even when the underlying cars are unchanged.

Sao Paulo 2025 ran the opposite pattern: Ferrari 0.834 seconds clear on race pace, took pole, and won. Same circuit, same chassis on both sides, very different BoP outcome. This is the strongest single-year-to-single-year demonstration in the WEC of how much of the headline lap-time gap is the regulator and how much is the car.

Qualifying: where Ferrari has shown its real edge

Race pace is fuel-load and tyre-saving dependent. Qualifying strips that out. The Hyperpole sessions from 2024-2026 give the cleanest single-lap picture, since both cars were in their fastest qualifying spec at the same time. Best Hyperpole laps head-to-head:

Ferrari edges out Toyota in 9 of 14 Hyperpole sessions where both cars have a clean lap. The qualifying gap at Imola in 2025 is the widest of the dataset (1.122 seconds clear) and was set by the #51 Ferrari of Antonio Giovinazzi during the race weekend's coolest evening session. The same car set the 2026 Imola Hyperpole gap of just 0.011 seconds, which tells you exactly how much the new TR010 bodywork has closed: roughly 1.1 seconds in a year, at the same circuit, with the same tyre allocation.

The 2026 TR010 closes the gap

Toyota's 2026 entry is the TR010 Hybrid, an Evo-joker bodywork update on the GR010 monocoque introduced when the team rebranded from TOYOTA GAZOO RACING back to Toyota Racing. The changes are concentrated on the front splitter, sidepods, engine cover, and rear wing, all aero. The mechanical platform is unchanged.

Two head-to-head 2026 races on the books:

Two laps under a quarter-second apart on pace. Compared to the 0.4-0.8 second 2024-2025 Imola pattern, the TR010 has measurably closed the gap. The Spa 2026 number (0.229 sec) is the closest Ferrari-Toyota head-to-head gap on any non-wet weekend in the dataset, which says the bodywork update has done its job.

Toyota's win at Imola was strategy-led (a rain-shortened race compressed fuel windows in Toyota's favour) but the BoP-equalised pace gap is now small enough that strategy is what decides races between these two cars. The Spa result went to BMW on the same logic.

What the data says about BoP, finally

The Hypercar Balance of Performance is the most-talked-about variable in modern endurance racing. The 25-race head-to-head between these two cars is one of the cleanest tests of whether it works.

Two ways to read the answer:

The pessimistic read: a 1.481-second Sao Paulo 2024 swing followed by a 0.834-second reversal in 2025 at the same circuit shows BoP can change the apparent pace ranking by over two seconds inside twelve months, when the underlying cars have not changed at all. That is more than the natural pace gap between any two cars in the class, which is the regulator's intended outcome but also evidence that "pace ranking" is largely a function of recent BoP, not engineering.

The optimistic read: across 24 head-to-head race-pace samples, the median absolute gap is 0.598 seconds and 22 of 24 fall within ±1.7 seconds. Two cars from different manufacturers with different power units, different aero, and different chassis sitting that close on race pace across that many circuits is unusual in motorsport history. BoP is doing what the FIA designed it to do: it is keeping the class watchable.

If you want the cleanest answer to "which car is faster?", the data says: Ferrari, on most circuits, by half a second, after 2024. Before 2024, it was honestly even. After the TR010 update for 2026, it is even again. The Le Mans record book says Ferrari three years running. The actual pace ledger says BoP three years running, and the cars are closer than the trophy cabinet implies.