By Elaine Schillinger
Date posted: 14 August 2026
Artificial intelligence is changing the way racing drivers are analysed, exposing weaknesses and habits that once took engineers weeks or months to identify.
For generations, racing drivers have had somewhere to hide. The car was not quite right, the tyres went away, the balance changed, there was understeer on entry or traffic arrived at the wrong moment. Increasingly, though, the data knows better, and artificial intelligence is making it much harder to disguise exactly where the time is being lost.
Teams have been recording throttle position, brake pressure, steering angle, speed and dozens of other parameters for decades. What is changing is their ability to interrogate enormous volumes of that information almost instantly. Instead of an engineer studying a handful of laps and telling a driver they are losing time through Turn 8, a machine-learning system can sift through thousands of laps and begin to explain why.
A driver might, for example, start braking a little earlier as the tyres go off, without really noticing the change himself. Another might be giving away time with a steering input that only shows up in certain corners, or getting back to the throttle in a way that works early in a stint but hurts later on. On one lap it may amount to almost nothing, but keep doing it for 20 or 30 laps and suddenly there is a meaningful chunk of race time missing.
The uncomfortable part for drivers is that the computer does not care about reputation. It does not know who has won championships, who has the biggest contract or who has spent years being regarded as brilliant in a particular type of corner. It simply sees patterns, and in some categories those patterns are already available not just within a team, but across the field.
Ross Chastain looks over the data at Watkins Glen. NASCAR teams can compare driver inputs and positioning across the field, making it increasingly difficult for a technique, weakness or performance gain to remain hidden. Image: GettyImages
NASCAR offers one of the clearest examples through the SMT Team Analytics platform, which allows teams to access telemetry and positioning information from rival cars and compare performance corner by corner and lap by lap. A breakthrough discovered by one driver during a weekend can therefore quickly become visible to everyone else. A better line, a different braking technique or a more effective way of managing the throttle can be copied much faster than it once was.
That has helped close the field, but it has also changed the value of a driver’s individual discovery. Something that might once have remained an advantage for weeks can now be exposed within a race weekend. The same information that helps one driver improve also gives every competitor the chance to do exactly the same thing.
Artificial intelligence pushes that idea further because the benchmark no longer has to be the driver on the other side of the garage. With enough historical data, a driver can theoretically be compared against years of their own performances or against another competitor entirely. Imagine quantifying exactly how Shane van Gisbergen altered his technique when moving from Supercars to NASCAR, identifying which habits transferred successfully and which ones had to be unlearned.
The next frontier is the driver rather than the car. Formula 1 already uses sensor-equipped gloves capable of monitoring vital signs for medical purposes, while eye-tracking technology is increasingly familiar in driver development and simulator programs. Add those data streams to machine learning and the analysis becomes far more personal.
Teams can begin examining where a driver is looking, how reaction times change late in a race, whether fatigue is affecting decision-making and whether physiological responses alter under pressure. Measured over hundreds of laps, starts and race situations, qualities once described largely through instinct and observation can start becoming measurable trends. For the driver, that creates another layer of performance that can be analysed, compared and questioned.
None of this makes the great racing driver less important. In many ways, it does the opposite, because if technology can explain most of what makes a lap fast, the part that remains unexplained becomes even more valuable. Instinct, racecraft, feel, courage and the ability to process chaos may become the qualities that separate the exceptional from the merely very good.
The big change is that drivers can now be shown exactly where the time is going. A habit that once might have been put down to feel or circumstance can be checked against lap after lap of data, and if the same pattern keeps appearing, it becomes pretty hard to argue with.
The machine may not be coming for the driver’s seat. But it is becoming very good at removing the excuses.
In the latest Auto Action Premium, we investigate the AI race already reshaping motorsport, from driver analysis and Formula 1 strategy models to digital twins, racecar design and the Australian pitlane, and ask where the human still holds the decisive advantage.
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‘description’ => ‘An Introduction to Formula One (F1)
Formula One, or F1, is the highest class of single-seater auto racing, governed by the Fédération Internationale de l\’Automobile (FIA) and is owned by Liberty Media. The name “Formula One” refers to the set of rules or formula that all cars and drivers must comply with.
The F1 season consists of a series of races, known as Grands Prix, held on purpose-built circuits or public roads around the world. The results of each race are combined to determine two annual championships: one for drivers and one for constructors (teams).
The history of Formula One can be traced back to the pre-war Grand Prix racing, which featured open-wheel cars with supercharged engines. The first World Championship of Drivers was organised by the FIA in 1950, following the end of World War II. The first race was held at Silverstone, England, and was won by Giuseppe Farina, driving an Alfa Romeo. The first constructors\’ championship was introduced in 1958 and was won by Vanwall.
Formula One has seen many changes and innovations over the years, both in terms of technology and regulations. Some of the most notable developments include the introduction of rear-engined cars in the late 1950s, the use of aerodynamic wings in the late 1960s, the adoption of turbocharged engines in the late 1970s, the emergence of electronic driver aids in the late 1980s, the switch to V10 and then V8 engines in the 1990s and 2000s, and the introduction of hybrid power units in 2014.
Formula One has also produced some of the greatest drivers and rivalries in the history of motorsport. Some of the most famous names include Juan Manuel Fangio, Jim Clark, Jackie Stewart, Niki Lauda, Ayrton Senna, Alain Prost, Michael Schumacher, Lewis Hamilton, and Sebastian Vettel. Some of the most intense battles for the championship have been between Fangio and Stirling Moss in the 1950s, Lauda and James Hunt in the 1970s, Senna and Prost in the late 1980s, Schumacher and Mika Hakkinen in the late 1990s, and Hamilton and Vettel in the 2010s.
Formula One is widely regarded as the pinnacle of motorsport, attracting millions of fans and viewers worldwide. The sport is also a huge business, involving billions of dollars in revenue and expenditure. The teams compete for prize money, sponsorship deals, and media rights, while the drivers earn millions of dollars in salaries and endorsements. The sport is also influenced by politics, regulations, and controversies, such as doping scandals, espionage cases, safety issues, and environmental concerns.
The following is a list of all F1 World Drivers Champions by year, from 1950 to 2020:
1950-1959
1950: Giuseppe Farina (Italy) – Alfa Romeo 158, Alfa Romeo
1951: Juan Manuel Fangio (Argentina) – Alfa Romeo 159, Alfa Romeo
1952: Alberto Ascari (Italy) – Ferrari 500, Ferrari
1953: Alberto Ascari (Italy) – Ferrari 500, Ferrari
1954: Juan Manuel Fangio (Argentina) – Maserati 250F, Maserati / Mercedes-Benz W196, Mercedes-Benz
1955: Juan Manuel Fangio (Argentina) – Mercedes-Benz W196, Mercedes-Benz
1956: Juan Manuel Fangio (Argentina) – Ferrari D50, Ferrari
1957: Juan Manuel Fangio (Argentina) – Maserati 250F, Maserati
1958: Mike Hawthorn (United Kingdom) – Ferrari 246, Ferrari
1959: Jack Brabham (Australia) – Cooper T51, Cooper-Climax
1960-1969
1960: Jack Brabham (Australia) – Cooper T53, Cooper-Climax
1961: Phil Hill (United States) – Ferrari 156, Ferrari
1962: Graham Hill (United Kingdom) – BRM P57, BRM
1963: Jim Clark (United Kingdom) – Lotus 25, Lotus-Climax
1964: John Surtees (United Kingdom) – Ferrari 158, Ferrari
1965: Jim Clark (United Kingdom) – Lotus 33, Lotus-Climax
1966: Jack Brabham (Australia) – Brabham BT19, Brabham-Repco
1967: Denny Hulme (New Zealand) – Brabham BT20, Brabham-Repco
1968: Graham Hill (United Kingdom) – Lotus 49, Lotus-Ford
1969: Jackie Stewart (United Kingdom) – Matra MS80, Matra-Ford
1970-1979
1970: Jochen Rindt (Austria) – Lotus 72, Lotus-Ford
1971: Jackie Stewart (United Kingdom) – Tyrrell 003, Tyrrell-Ford
1972: Emerson Fittipaldi (Brazil) – Lotus 72D, Lotus-Ford
1973: Jackie Stewart (United Kingdom) – Tyrrell 006, Tyrrell-Ford
1974: Emerson Fittipaldi (Brazil) – McLaren M23, McLaren-Ford
1975: Niki Lauda (Austria) – Ferrari 312T, Ferrari
1976: James Hunt (United Kingdom) – McLaren M23, McLaren-Ford
1977: Niki Lauda (Austria) – Ferrari 312T2, Ferrari
1978: Mario Andretti (United States) – Lotus 79, Lotus-Ford
1979: Jody Scheckter (South Africa) – Ferrari 312T4, Ferrari
1980-1989
1980: Alan Jones (Australia) – Williams FW07B, Williams-Ford
1981: Nelson Piquet (Brazil) – Brabham BT49C, Brabham-Ford
1982: Keke Rosberg (Finland) – Williams FW08, Williams-Ford
1983: Nelson Piquet (Brazil) – Brabham BT52, Brabham-BMW
1984: Niki Lauda (Austria) – McLaren MP4/2, McLaren-TAG
1985: Alain Prost (France) – McLaren MP4/2B, McLaren-TAG
1986: Alain Prost (France) – McLaren MP4/2C, McLaren-TAG
1987: Nelson Piquet (Brazil) – Williams FW11B, Williams-Honda
1988: Ayrton Senna (Brazil) – McLaren MP4/4, McLaren-Honda
1989: Alain Prost (France) – McLaren MP4/5, McLaren-Honda
1990-1999
1990: Ayrton Senna (Brazil) – McLaren MP4/5B, McLaren-Honda
1991: Ayrton Senna (Brazil) – McLaren MP4/6, McLaren-Honda
1992: Nigel Mansell (United Kingdom) – Williams FW14B, Williams-Renault
1993: Alain Prost (France) – Williams FW15C, Williams-Renault
1994: Michael Schumacher (Germany) – Benetton B194, Benetton-Ford
1995: Michael Schumacher (Germany) – Benetton B195, Benetton-Renault
1996: Damon Hill (United Kingdom) – Williams FW18, Williams-Renault
1997: Jacques Villeneuve (Canada) – Williams FW19, Williams-Renault
1998: Mika Häkkinen (Finland) – McLaren MP4/13, McLaren-Mercedes
1999: Mika Häkkinen (Finland) – McLaren MP4/14, McLaren-Mercedes
2000-2009
2000: Michael Schumacher (Germany) – Ferrari F1-2000, Ferrari
2001: Michael Schumacher (Germany) – Ferrari F2001, Ferrari
2002: Michael Schumacher (Germany) – Ferrari F2002, Ferrari
2003: Michael Schumacher (Germany) – Ferrari F2003-GA, Ferrari
2004: Michael Schumacher (Germany) – Ferrari F2004, Ferrari
2005: Fernando Alonso (Spain) – Renault R25, Renault
2006: Fernando Alonso (Spain) – Renault R26, Renault
2007: Kimi Räikkönen (Finland) – Ferrari F2007, Ferrari
2008: Lewis Hamilton (United Kingdom) – McLaren MP4-23, McLaren-Mercedes
2009: Jenson Button (United Kingdom) – Brawn BGP 001, Brawn-Mercedes
2010-2020
2010: Sebastian Vettel (Germany) – Red Bull RB6, Red Bull-Renault
2011: Sebastian Vettel (Germany) – Red Bull RB7, Red Bull-Renault
2012: Sebastian Vettel (Germany) – Red Bull RB8, Red Bull-Renault
2013: Sebastian Vettel (Germany) – Red Bull RB9, Red Bull-Renault
2014: Lewis Hamilton (United Kingdom) – Mercedes F1 W05 Hybrid, Mercedes
2015: Lewis Hamilton (United Kingdom) – Mercedes F1 W06 Hybrid, Mercedes
2016: Nico Rosberg (Germany) – Mercedes F1 W07 Hybrid, Mercedes
2017: Lewis Hamilton (United Kingdom) – Mercedes F1 W08 EQ Power+, Mercedes
2018: Lewis Hamilton (United Kingdom) – Mercedes F1 W09 EQ Power+, Mercedes
2019: Lewis Hamilton (United Kingdom) – Mercedes F1 W10 EQ Power+, Mercedes
2020: Lewis Hamilton (United Kingdom) – Mercedes F1 W11 EQ Power+, Mercedes
2021-
2021: Max Verstappen (Netherlands) – Red Bull RB16B, Honda
2022: Max Verstappen (Netherlands) – Red Bull RB18, Red Bull Power Trains Honda
2023: Max Verstappen (Netherlands) – Red Bull RB19, Red Bull Power Trains Honda
2024: Max Verstappen (Netherlands) – Red Bull RB20, Red Bull Power Trains Honda’,
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‘category_description’ => ‘An Introduction to Formula One (F1)
Formula One, or F1, is the highest class of single-seater auto racing, governed by the Fédération Internationale de l\’Automobile (FIA) and is owned by Liberty Media. The name “Formula One” refers to the set of rules or formula that all cars and drivers must comply with.
The F1 season consists of a series of races, known as Grands Prix, held on purpose-built circuits or public roads around the world. The results of each race are combined to determine two annual championships: one for drivers and one for constructors (teams).
The history of Formula One can be traced back to the pre-war Grand Prix racing, which featured open-wheel cars with supercharged engines. The first World Championship of Drivers was organised by the FIA in 1950, following the end of World War II. The first race was held at Silverstone, England, and was won by Giuseppe Farina, driving an Alfa Romeo. The first constructors\’ championship was introduced in 1958 and was won by Vanwall.
Formula One has seen many changes and innovations over the years, both in terms of technology and regulations. Some of the most notable developments include the introduction of rear-engined cars in the late 1950s, the use of aerodynamic wings in the late 1960s, the adoption of turbocharged engines in the late 1970s, the emergence of electronic driver aids in the late 1980s, the switch to V10 and then V8 engines in the 1990s and 2000s, and the introduction of hybrid power units in 2014.
Formula One has also produced some of the greatest drivers and rivalries in the history of motorsport. Some of the most famous names include Juan Manuel Fangio, Jim Clark, Jackie Stewart, Niki Lauda, Ayrton Senna, Alain Prost, Michael Schumacher, Lewis Hamilton, and Sebastian Vettel. Some of the most intense battles for the championship have been between Fangio and Stirling Moss in the 1950s, Lauda and James Hunt in the 1970s, Senna and Prost in the late 1980s, Schumacher and Mika Hakkinen in the late 1990s, and Hamilton and Vettel in the 2010s.
Formula One is widely regarded as the pinnacle of motorsport, attracting millions of fans and viewers worldwide. The sport is also a huge business, involving billions of dollars in revenue and expenditure. The teams compete for prize money, sponsorship deals, and media rights, while the drivers earn millions of dollars in salaries and endorsements. The sport is also influenced by politics, regulations, and controversies, such as doping scandals, espionage cases, safety issues, and environmental concerns.
The following is a list of all F1 World Drivers Champions by year, from 1950 to 2020:
1950-1959
1950: Giuseppe Farina (Italy) – Alfa Romeo 158, Alfa Romeo
1951: Juan Manuel Fangio (Argentina) – Alfa Romeo 159, Alfa Romeo
1952: Alberto Ascari (Italy) – Ferrari 500, Ferrari
1953: Alberto Ascari (Italy) – Ferrari 500, Ferrari
1954: Juan Manuel Fangio (Argentina) – Maserati 250F, Maserati / Mercedes-Benz W196, Mercedes-Benz
1955: Juan Manuel Fangio (Argentina) – Mercedes-Benz W196, Mercedes-Benz
1956: Juan Manuel Fangio (Argentina) – Ferrari D50, Ferrari
1957: Juan Manuel Fangio (Argentina) – Maserati 250F, Maserati
1958: Mike Hawthorn (United Kingdom) – Ferrari 246, Ferrari
1959: Jack Brabham (Australia) – Cooper T51, Cooper-Climax
1960-1969
1960: Jack Brabham (Australia) – Cooper T53, Cooper-Climax
1961: Phil Hill (United States) – Ferrari 156, Ferrari
1962: Graham Hill (United Kingdom) – BRM P57, BRM
1963: Jim Clark (United Kingdom) – Lotus 25, Lotus-Climax
1964: John Surtees (United Kingdom) – Ferrari 158, Ferrari
1965: Jim Clark (United Kingdom) – Lotus 33, Lotus-Climax
1966: Jack Brabham (Australia) – Brabham BT19, Brabham-Repco
1967: Denny Hulme (New Zealand) – Brabham BT20, Brabham-Repco
1968: Graham Hill (United Kingdom) – Lotus 49, Lotus-Ford
1969: Jackie Stewart (United Kingdom) – Matra MS80, Matra-Ford
1970-1979
1970: Jochen Rindt (Austria) – Lotus 72, Lotus-Ford
1971: Jackie Stewart (United Kingdom) – Tyrrell 003, Tyrrell-Ford
1972: Emerson Fittipaldi (Brazil) – Lotus 72D, Lotus-Ford
1973: Jackie Stewart (United Kingdom) – Tyrrell 006, Tyrrell-Ford
1974: Emerson Fittipaldi (Brazil) – McLaren M23, McLaren-Ford
1975: Niki Lauda (Austria) – Ferrari 312T, Ferrari
1976: James Hunt (United Kingdom) – McLaren M23, McLaren-Ford
1977: Niki Lauda (Austria) – Ferrari 312T2, Ferrari
1978: Mario Andretti (United States) – Lotus 79, Lotus-Ford
1979: Jody Scheckter (South Africa) – Ferrari 312T4, Ferrari
1980-1989
1980: Alan Jones (Australia) – Williams FW07B, Williams-Ford
1981: Nelson Piquet (Brazil) – Brabham BT49C, Brabham-Ford
1982: Keke Rosberg (Finland) – Williams FW08, Williams-Ford
1983: Nelson Piquet (Brazil) – Brabham BT52, Brabham-BMW
1984: Niki Lauda (Austria) – McLaren MP4/2, McLaren-TAG
1985: Alain Prost (France) – McLaren MP4/2B, McLaren-TAG
1986: Alain Prost (France) – McLaren MP4/2C, McLaren-TAG
1987: Nelson Piquet (Brazil) – Williams FW11B, Williams-Honda
1988: Ayrton Senna (Brazil) – McLaren MP4/4, McLaren-Honda
1989: Alain Prost (France) – McLaren MP4/5, McLaren-Honda
1990-1999
1990: Ayrton Senna (Brazil) – McLaren MP4/5B, McLaren-Honda
1991: Ayrton Senna (Brazil) – McLaren MP4/6, McLaren-Honda
1992: Nigel Mansell (United Kingdom) – Williams FW14B, Williams-Renault
1993: Alain Prost (France) – Williams FW15C, Williams-Renault
1994: Michael Schumacher (Germany) – Benetton B194, Benetton-Ford
1995: Michael Schumacher (Germany) – Benetton B195, Benetton-Renault
1996: Damon Hill (United Kingdom) – Williams FW18, Williams-Renault
1997: Jacques Villeneuve (Canada) – Williams FW19, Williams-Renault
1998: Mika Häkkinen (Finland) – McLaren MP4/13, McLaren-Mercedes
1999: Mika Häkkinen (Finland) – McLaren MP4/14, McLaren-Mercedes
2000-2009
2000: Michael Schumacher (Germany) – Ferrari F1-2000, Ferrari
2001: Michael Schumacher (Germany) – Ferrari F2001, Ferrari
2002: Michael Schumacher (Germany) – Ferrari F2002, Ferrari
2003: Michael Schumacher (Germany) – Ferrari F2003-GA, Ferrari
2004: Michael Schumacher (Germany) – Ferrari F2004, Ferrari
2005: Fernando Alonso (Spain) – Renault R25, Renault
2006: Fernando Alonso (Spain) – Renault R26, Renault
2007: Kimi Räikkönen (Finland) – Ferrari F2007, Ferrari
2008: Lewis Hamilton (United Kingdom) – McLaren MP4-23, McLaren-Mercedes
2009: Jenson Button (United Kingdom) – Brawn BGP 001, Brawn-Mercedes
2010-2020
2010: Sebastian Vettel (Germany) – Red Bull RB6, Red Bull-Renault
2011: Sebastian Vettel (Germany) – Red Bull RB7, Red Bull-Renault
2012: Sebastian Vettel (Germany) – Red Bull RB8, Red Bull-Renault
2013: Sebastian Vettel (Germany) – Red Bull RB9, Red Bull-Renault
2014: Lewis Hamilton (United Kingdom) – Mercedes F1 W05 Hybrid, Mercedes
2015: Lewis Hamilton (United Kingdom) – Mercedes F1 W06 Hybrid, Mercedes
2016: Nico Rosberg (Germany) – Mercedes F1 W07 Hybrid, Mercedes
2017: Lewis Hamilton (United Kingdom) – Mercedes F1 W08 EQ Power+, Mercedes
2018: Lewis Hamilton (United Kingdom) – Mercedes F1 W09 EQ Power+, Mercedes
2019: Lewis Hamilton (United Kingdom) – Mercedes F1 W10 EQ Power+, Mercedes
2020: Lewis Hamilton (United Kingdom) – Mercedes F1 W11 EQ Power+, Mercedes
2021-
2021: Max Verstappen (Netherlands) – Red Bull RB16B, Honda
2022: Max Verstappen (Netherlands) – Red Bull RB18, Red Bull Power Trains Honda
2023: Max Verstappen (Netherlands) – Red Bull RB19, Red Bull Power Trains Honda
2024: Max Verstappen (Netherlands) – Red Bull RB20, Red Bull Power Trains Honda’,
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