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Car Upgrades · 5 min read

How Can an F1 Team Measure Whether an Upgrade Worked?

A staged McLaren update shows the difference between a performance hypothesis and a controlled measurement.

Lando NorrisOscar PiastriMcLarenRed Bull RingSilverstone
DeanPublished 2026-10-05Data checked 2026-10-02
2023 McLaren MCL60 Formula 1 car at Goodwood Festival of Speed
Illustrative photograph: the 2023 McLaren MCL60 at the Goodwood Festival of Speed, not an Austrian Grand Prix upgrade test. Photo by Calreyn88, Wikimedia Commons, CC0 1.0. Photograph: Calreyn88. Original source Wikimedia Commons file Creative Commons CC0 1.0 Universal (CC0 1.0) Resized and compressed; no crop.

In this story

Category

TechnologyCar Upgrades

Drivers

Lando NorrisOscar Piastri

Teams

McLaren

Circuits

Red Bull RingSilverstone

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What Should You Watch for at the Monaco Grand Prix?What Creates an Overtaking Opportunity in Formula 1?How Much Did Friday Practice Predict Qualifying at Monza in 2024?

At a glance
How do you tell whether an F1 upgrade improved a car? Start with controlled comparisons—same circuit, similar conditions, same driver and a known specification—then treat race results as context rather than proof. McLaren’s 2023 staged update gives a useful case: the first new floor and sidepods went to Lando Norris at Austria; Oscar Piastri received the second set at Silverstone.

  • Before Austria17 pointsfirst 8 Grand Prix weekends
  • Austria weekend12 pointsMcLaren team total
  • Great Britain30 pointsMcLaren team total
  • Full season302 points22 GP weekends, sprints included

What actually changed at Austria?

McLaren’s June 30, 2023 engineering briefing said Norris would run a new floor and sidepods at the Austrian Grand Prix, while Piastri kept the older specification because only one set was ready. The team also explained that Austria’s Sprint format left just one hour of practice before qualifying. That reduced the time available for repeated setup runs and controlled comparisons.

At Silverstone one week later, McLaren said it had completed the second set and Piastri would receive it. The team described Friday’s two practice sessions as a better opportunity to learn than Austria’s single session. Its engineers said the package appeared to perform as expected, but they wanted to check it across different circuits and corner types. That is the right epistemic distinction: a promising first read is a hypothesis to test, not a measured causal estimate.

The season points trend is context, not an upgrade test

The chart shows McLaren’s points awarded at each of the 22 2023 Grand Prix events, using the official Formula 1 team standings table. Before the Austria update, the first eight weekends yielded 17 points in total, or 2.1 per weekend. Austria brought 12; Great Britain brought 30. The 14 weekends from Austria through Abu Dhabi totalled 285 points, an average of 20.4 per weekend. Sprint points are included where awarded, because the standings table records weekend points by event.

McLaren points awarded at each 2023 Grand Prix weekend. Weekend totals include sprint points where applicable; points combine car pace, drivers, strategy, reliability, penalties and rivals.

Constructor Points

Constructor championship points per Grand Prix event/weekend; includes sprint points where awarded. · 2023 season, rounds 1–22

  1. Bahrain0
  2. Saudi Arabia0
  3. Australia12
  4. Azerbaijan2
  5. Miami0
  6. Monaco3
  7. Spain0
  8. Canada0
  9. Austria12
  10. Great Britain30
  11. Hungary28
  12. Belgium16
  13. Netherlands8
  14. Italy4
  15. Singapore24
  16. Japan33
  17. Qatar47
  18. United States23
  19. Mexico14
  20. Brazil26
  21. Las Vegas2
  22. Abu Dhabi18
McLaren points awarded at each 2023 Grand Prix weekend. Weekend totals include sprint points where applicable; points combine car pace, drivers, strategy, reliability, penalties and rivals.
McLaren points awarded at each 2023 Grand Prix weekend. Weekend totals include sprint points where applicable; points combine car pace, drivers, strategy, reliability, penalties and rivals.
RoundEventConstructor Points
1Bahrain0
2Saudi Arabia0
3Australia12
4Azerbaijan2
5Miami0
6Monaco3
7Spain0
8Canada0
9Austria12
10Great Britain30
11Hungary28
12Belgium16
13Netherlands8
14Italy4
15Singapore24
16Japan33
17Qatar47
18United States23
19Mexico14
20Brazil26
21Las Vegas2
22Abu Dhabi18

The jump is real in the championship record: McLaren finished fourth with 302 points. It does not isolate the floor’s effect. The later window includes subsequent upgrades, different circuits, evolving setup knowledge, driver execution, reliability, rivals’ development and six sprint weekends. Austria itself is a one-weekend sample, with Norris on the updated specification and Piastri on the old one; that pair is not a clean same-car test because each driver, setup and session context differs.

A stronger upgrade evaluation

Evidence hierarchy for judging a car update
Evidence Useful comparison Main limitation
Instrumented runs Back-to-back laps by the same driver, same circuit, matched fuel, tyres and setup Track evolution, traffic and changing weather can still affect the result
Matched driver comparison Old and new specification run in the same session, then swap if parts allow Drivers and setup choices are not identical
Qualifying pace Compare sector/lap deltas against the same rivals and conditions Tyre preparation, tow and track position matter
Race points Shows the championship outcome across a defined period Combines pace, strategy, reliability, penalties and rivals

For an upgrade claim, publish the hardware change, test window, comparison method, lap samples, uncertainty and exceptions. Compare sector times or speed traces only when the conditions and configuration are documented; points cannot substitute for those measurements. The FIA’s classifications show who scored, while the team’s engineering brief describes its own development intent. Neither public source reveals McLaren’s complete internal telemetry or the counterfactual result had it not upgraded.

See the McLaren topic, our guide to public telemetry, and the Technology hub for related engineering explainers.

Sources and method

Upgrade rollout and test context: McLaren Austrian GP engineering briefing, 30 June 2023 and McLaren British GP engineering briefing, 7 July 2023. Points: official 2023 McLaren Mercedes team standings, event-by-event points; season total and the 22 values in the chart sum to 302. Means are arithmetic totals divided by 8 or 14 Grand Prix weekends, rounded to one decimal. The event point total includes sprint points awarded that weekend. This descriptive before/after comparison is not causal evidence for the upgrade.

Championship snapshot

Standings

Season 2026 · Round 15

Drivers

Points
  1. 1Kimi AntonelliMercedes302
  2. 2George RussellMercedes236
  3. 3Lewis HamiltonFerrari199
  4. 4Lando NorrisMcLaren186
  5. 5Charles LeclercFerrari179
  6. 6Max VerstappenRed Bull Racing163
  7. 7Oscar PiastriMcLaren120
  8. 8Isack HadjarRed Bull Racing86
  9. 9Liam LawsonRacing Bulls59
  10. 10Pierre GaslyAlpine41

Constructors

Points
  1. 1Mercedes538
  2. 2Ferrari378
  3. 3McLaren306
  4. 4Red Bull Racing263
  5. 5Racing Bulls83
  6. 6Alpine68
  7. 7Haas F1 Team27
  8. 8Audi17
  9. 9Williams12
  10. 10Aston Martin3

Snapshot: 2026-09-30 01:26 UTC

Driver standings sourceConstructor standings source

Dated snapshot; not a live timing feed.

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