Waymo

Last updated

Waymo LLC
Company typeSubsidiary
Industry Autonomous cars
PredecessorGoogle Self-Driving Car Project
Founded
  • January 17, 2009;15 years ago (January 17, 2009) (as the Google Self-Driving Car Project)
  • December 13, 2016;8 years ago (2016-12-13) (as Waymo)
  • 2004;20 years ago (2004) (as Stanford Self-Driving Car Team)
Founder
Headquarters
Mountain View, California
,
USA
Area served
Key people
Number of employees
2,500 (2023)  OOjs UI icon edit-ltr-progressive.svg
Parent
Website waymo.com
Waymo Chrysler Pacifica Hybrid undergoing testing in the San Francisco Bay Area (2017) Waymo Chrysler Pacifica in Los Altos, 2017.jpg
Waymo Chrysler Pacifica Hybrid undergoing testing in the San Francisco Bay Area (2017)

Waymo LLC, formerly known as the Google Self-Driving Car Project, is an American autonomous driving technology company headquartered in Mountain View, California. It is a subsidiary of Alphabet Inc.

Contents

The company traces its origins to the Stanford Racing Team, which competed in the 2005 and 2007 Defense Advanced Research Projects Agency (DARPA) Grand Challenges. [2] Google's development of self-driving technology began in January 2009, [3] [4] led by Sebastian Thrun, the former director of the Stanford Artificial Intelligence Laboratory (SAIL), and Anthony Levandowski, founder of 510 Systems and Anthony's Robots. [5] [6] After almost two years of road testing, the project was revealed in October 2010. [7] [8] [9]

In fall 2015, Google provided "the world's first fully driverless ride on public roads". [10] In December 2016, the project was renamed Waymo and spun out of Google as part of Alphabet. [11] In October 2020, Waymo became the first company to offer service to the public without safety drivers in the vehicle. [12] [13] [14] [15] Waymo currently[ when? ] operates commercial robotaxi services in Phoenix (Arizona), San Francisco (California), and Los Angeles (California) [16] with new services planned in Austin, Texas and Tokyo, Japan. [17] [18] As of October 2024, it offers 150,000 paid rides per week totalling over 1 million miles weekly. [19]

Waymo is run by co-CEOs Tekedra Mawakana and Dmitri Dolgov. [20] The company raised US$5.5 billion in multiple outside funding rounds [21] by 2022 and raised $5.6 billion funding in 2024. [22] Waymo has or had partnerships with multiple vehicle manufacturers, including Stellantis, [23] Mercedes-Benz Group AG, [24] Jaguar Land Rover, [25] and Volvo. [26]

History

Ground work

Google's development of self-driving technology began in January 17, 2009, [4] [ non-primary source needed ] at Google X lab, run by co-founder Sergey Brin. [3] The project was launched at Google by Sebastian Thrun, the former director of the Stanford Artificial Intelligence Laboratory (SAIL) and Anthony Levandowski, founder of 510 Systems and Anthony's Robots. [5] [6]

The initial software code and artificial intelligence (AI) design of the effort started before the team worked at Google, when Thrun and 15 engineers, including Dmitri Dolgov, Mike Montemerlo, Hendrik Dahlkamp, Sven Strohband, and David Stavens, built Stanley and Junior, Stanford's entries in the 2005 and 2007 DARPA Challenges. Later, aspects of this technology were used in a digital mapping project for SAIL called VueTool. [27] [28] [7] In 2007, Google acqui-hired the entire VueTool team to help advance Google's Street View technology. [27] [28] [8] [29]

As part of Street View development, 100 Toyota Priuses [6] were outfitted with Topcon digital mapping hardware developed by 510 Systems. [30] [28] [6]

In 2008, the Street View team launched project Ground Truth, [31] to create accurate road maps by extracting data from satellites and street views. [32]

Pribot

In February 2008, a Discovery Channel producer for the documentary series Prototype This! phoned Levandowski. [28] [33] The producer requested to borrow Levandowski's Ghost Rider, the autonomous two-wheeled motocycle Levandowski's Berkeley team had built for the 2004 DARPA Grand Challenge [2] that Levandowski had later donated to the Smithsonian. [34] Since the motorcycle was not available, Levandowski offered to retrofit a Toyota Prius as a self-driving pizza delivery car for the show. [28]

As a Google employee, Levandowski asked Larry Page and Thrun whether Google was interested in participating in the show. Both declined, citing liability issues. [2] However, they authorized Levandowski to move forward with the project, as long as it was not associated with Google. [28] [35] Within weeks Levandowski founded Anthony's Robots to do so. [27] He retrofitted the car with light detection and ranging technology (lidar), sensors, and cameras. The Stanford team (Stanley (vehicle)) provided its code base to the project. [2] The ensuing episode depicting Pribot delivering pizza across the San Francisco Bay Bridge under police escort aired in December 2008. [36] [5] [35] [37]

The project success led Google to greenlight Google's self-driving car program in January 2009. [2] In 2011, Google acquired 510 Systems (co-founded by Levandowski, Pierre-Yves Droz and Andrew Schultz), and Anthony's Robots for an estimated US$20 million. [30] [27] [36] [5] [38] Levandowski's vehicle and hardware, and Stanford's AI technology and software, became the nucleus of the project. [2]

A Firefly self-driving Waymo car (2017) Waymo self-driving car front view.gk.jpg
A Firefly self-driving Waymo car (2017)

Project Chauffeur

After almost two years of road testing with seven vehicles, the New York Times revealed the existence of Google's project on October 9, 2010. [7] Google announced its initiative later the same day. [8] [9]

Starting in 2010, lawmakers in various states expressed concerns over how to regulate autonomous vehicles. A related Nevada law went into effect on March 1, 2012. [39] Google had been lobbying for such laws. [40] [41] [42] A modified Prius was licensed by the Nevada Department of Motor Vehicles (DMV) in May 2012. [43] The car was "driven" by Chris Urmson with Levandowski in the passenger seat. [43] This was the first US license for a self-driven car. [39]

In January 2014 [44] Google was granted a patent for a transportation service funded by advertising that included autonomous vehicles as a transport method. [45] In late May, Google revealed an autonomous prototype, which had no steering wheel, gas pedal, or brake pedal. [46] [47] In December, Google unveiled a Firefly prototype that was planned to be tested on San Francisco Bay Area roads beginning in early 2015. [48] [49]

A self-driving car with the previous Google branding (2016) Google driverless car at intersection.gk.jpg
A self-driving car with the previous Google branding (2016)

In 2015, Levandowski left the project. In August 2015, Google hired former Hyundai Motor executive, John Krafcik, as CEO. [50] In fall 2015, Google provided "the world's first fully driverless ride on public roads" in Austin, Texas to Steve Mahan, former CEO of the Santa Clara Valley Blind Center, who was a legally blind friend of principal engineer Nathaniel Fairfield. [10] It was the first entirely autonomous trip on a public road. It was not accompanied by a test driver or police escort. [51] The car had no steering wheel or floor pedals. [52] By the end of 2015, Project Chauffeur had covered more than a million miles. [30]

Google spent $1.1 billion on the project between 2009 and 2015. For comparison, the acquisition of Cruise Automation by General Motors in March 2016 was for $500 million, and Uber's acquisition of Otto in August 2016 was for $680 million. [53]

Waymo

In May 2016, Google and Stellantis announced an order of 100 Chrysler Pacifica hybrid minivans to test the self-driving technology. [54] In December 2016, the project was renamed Waymo and spun out of Google as part of Alphabet. [11] The name was derived from "a new way forward in mobility". [55] In May 2016, the company opened a 53,000-square-foot (4,900 m2) technology center in Novi, Michigan. [56]

In 2017, Waymo sued Uber for allegedly stealing trade secrets. [29] Waymo began testing minivans without a safety driver on public roads in Chandler, Arizona, in October 2017. [57] In 2017, Waymo unveiled new sensors and chips that are less expensive to manufacture, cameras that improve visibility, and wipers to clear the lidar system. [58] At the beginning of the self-driving car program, they used a $75,000 lidar system from Velodyne. [59] In 2017, the cost decreased approximately 90 percent, as Waymo converted to in-house built lidar. [60] Waymo has applied its technology to various cars including the Prius, Audi TT, Fiat Chrysler Pacifica, and Lexus RX450h. [61] [62] Waymo partners with Lyft on pilot projects and product development. [63] Waymo ordered an additional 500 Pacifica hybrids in 2017.

Waymo-operated Jaguar I-Pace in San Francisco (2023) Waymo Jaguar I-Pace in San Francisco 2023 dllu.jpg
Waymo-operated Jaguar I-Pace in San Francisco (2023)

In March 2018, Jaguar Land Rover announced that Waymo had ordered up to 20,000 of its I-Pace electric SUVs at an estimated cost of more than $1 billion. [64] [65] In late May 2018, Alphabet announced plans to add up to 62,000 Pacifica Hybrid minivans to the fleet. [66] [67] Also in May 2018, Waymo established Huimo Business Consulting subsidiary in Shanghai. [68]

In April 2019, Waymo announced plans for vehicle assembly in Detroit at the former American Axle & Manufacturing plant, bringing between 100 and 400 jobs to the area. Waymo used vehicle assembler Magna to turn Jaguar I-PACE electric SUVs and Chrysler Pacifica Hybrid minivans into Waymo Level 4 autonomous vehicles. [69] [70] Waymo subsequently reverted to retrofitting existing models rather than a custom design. [71]

In March 2020, Waymo Via was launched after the company's announcement that it had raised $2.25 billion from investors. [72] In May 2020, Waymo raised an additional $750 million. [73] In July 2020, the company announced an exclusive partnership with auto manufacturer Volvo to integrate Waymo technology. [26] [74]

In April 2021, Krafcik was replaced by two co-CEOs: Waymo's COO Tekedra Mawakana and CTO Dmitri Dolgov. [75] Waymo raised $2.5 billion in another funding round in June 2021, [76] [77] with total funding of $5.5 billion. [21] Waymo launched a consumer testing program in San Francisco in August 2021. [78] [79]

In May 2022, Waymo started a pilot program seeking riders in downtown Phoenix, Arizona. [78] [79] In May 2022, Waymo announced that it would expand the program to more areas of Phoenix. [80] In 2023, coverage of the Waymo One area was increased by 45 square miles (120 km2), expanding to include downtown Mesa, uptown Phoenix, and South Mountain Village. [81] [82] [83]

In June 2022, Waymo announced a partnership with Uber, under which Waymo will integrate its autonomous technology into Uber's freight truck service. [84] Plans to expand the program to Los Angeles were announced in late 2022. [85] On December 13, 2022, Waymo applied for the final permit necessary to operate fully autonomous taxis, without a backup driver present, within the state of California. [86]

In January 2023, The Information reported that Waymo staff were among those affected by Google's layoffs of around 12,000 workers. TechCrunch reported that Waymo was set to kill its trucking program. [87]

In July 2024, Waymo began testing its sixth-generation robotaxis which are based on electric vehicles by Chinese automobile company Zeekr, developed in a partnership first announced in 2021. [88] [89] They were anticipated to reduce costs, at a time when Waymo was operating at a loss. [88]

In October 2024, Waymo closed a $5.6 billion funding round led by Alphabet, aimed at expanding its robotaxi services, bringing its total capital to over $11 billion. [22] Around that time, the New York Times described Waymo as being "far ahead of the competition", in particular after Cruise had to suspend its operations after an accident in 2023. [88]

Technology

A Lexus RX450h retrofitted by Google for its self-driving car project (2012) Google's Lexus RX 450h Self-Driving Car.jpg
A Lexus RX450h retrofitted by Google for its self-driving car project (2012)

Google has invested heavily in matrix multiplication and video processing hardware such as the Tensor Processing Unit (TPU) to augment Nvidia's graphics processing units (GPUs) and Intel central processing units (CPUs). [90] Much of this is shrouded in trade secrets, but transformer (machine learning) technology for inference is probably involved. [91]

Waymo manufactures a suite of self-driving hardware developed in-house. [92] This includes sensors and hardware-enhanced vision system, radar, and lidar. [23] [92]

Sensors give 360-degree views while lidar detects objects up to 300 metres (980 ft) away. [23] Short-range lidar images objects near the vehicle, while radar is used to see around other vehicles and track objects in motion. [23]

Riders push buttons to control functions such as "help", "lock", "pull over", and "start ride". [93]

Waymo's deep-learning architecture VectorNet predicts vehicle trajectories in complex traffic scenarios. It uses a graph neural network to model the interactions between vehicles and has demonstrated state-of-the-art performance on several benchmark datasets for trajectory prediction. [94]

Waymo Carcraft is a virtual world where Waymo can simulate driving conditions. [95] [96] The simulator was named after the video game World of Warcraft . [95] [96] With Carcraft, 25,000 virtual self-driving cars navigate through models of Austin, Texas; Mountain View, California; Phoenix, Arizona; and other cities. [95]

As of 2024, Waymo's fifth-generation robotaxis were based on Jaguar I-Pace electric vehicles augmented with automatic driving equipment that according to Dolgov costs up to $100,000. [88] Other costs include technicians that monitor rides, and real estate for storing and charging the vehicles. [88]

Road testing

Chronology

A Toyota Prius modified to operate as a Google driverless car, navigating a test course (2011) Jurvetson Google driverless car trimmed.jpg
A Toyota Prius modified to operate as a Google driverless car, navigating a test course (2011)

In 2009, Google began testing its self-driving cars in the San Francisco Bay Area. [98]

By December 2013, Nevada, Florida, California, and Michigan had passed laws permitting autonomous cars. [99] A law proposed in Texas allowed testing. [100] [101]

In June 2015, Waymo announced that their vehicles had driven over 1,000,000 mi (1,600,000 km) and that in the process they had encountered 200,000 stop signs, 600,000 traffic lights, and 180 million other vehicles. [102] Prototype vehicles were driving in Mountain View. [103] Speeds were limited to 25 mph (40 km/h) and had safety drivers aboard. [104] Google took its first driverless ride on public roads in October 2015, when Mahan took a 10-minute ride around Austin in a Google "pod car" with no steering wheel or pedals. [105] Google expanded its road-testing to Texas, where regulations did not prohibit cars without pedals or a steering wheel. [106]

In 2016, road testing expanded to Phoenix and Kirkland, Washington, which has a wet climate. [107] As of June 2016, Google had test driven its fleet of vehicles in autonomous mode a total of 1,725,911 mi (2,777,585 km). [108] In August 2016 alone, their cars traveled a "total of 170,000 miles; of those, 126,000 miles were autonomous (i.e., the car was fully in control)". [109]

In 2017, Waymo reported a total of 636,868 miles covered by the fleet in autonomous mode, and the associated 124 disengagements, for the period from December 1, 2015, through November 30, 2016. [110] In November Waymo altered its Arizona testing by removing safety drivers. [23] The cars were geofenced within a 100-square-mile (260 km2) region surrounding Chandler, Arizona. [23]

In 2017, Waymo began testing its level 4 cars in Arizona to take advantage of good weather, simple roads, and reasonable laws. [23]

In 2017, Waymo began testing in Michigan. [93] Also, in 2017, Waymo unveiled its Castle test facility in Central Valley, California. Castle, a former airbase, has served as the project's training course since 2012. [23]

In March 2018, Waymo announced its plans for experiments with the company's self-driving trucks delivering freight to Google data centers in Atlanta, Georgia. [111] In October 2018, the California Department of Motor Vehicles issued a permit for Waymo to operate cars without safety drivers. Waymo was the first company to receive a permit that allowed day and night testing on public roads and highways. Waymo announced that its service would include Mountain View, Sunnyvale, Los Altos, and Palo Alto. [112] [113] In July 2019, Waymo received permission to transport passengers. [114]

In December 2018, Waymo launched Waymo One, transporting passengers. The service used safety drivers to monitor some rides, with others provided in select areas without them. In November 2019, Waymo One became the first autonomous service worldwide to operate without safety drivers. [115] [116] [117]

By January 2020, Waymo had completed twenty million miles (32,000,000 km) of driving on public roads. [118] [119]

In August 2021, commercial Waymo One test service started in San Francisco, beginning with a "trusted tester" rollout. [120]

In March 2022, Waymo began offering rides for Waymo staff in San Francisco without a driver. [121]

As of October 2024, Waymo is offering 100,000 paid rides per week across its Phoenix, San Francisco, and Los Angeles markets. [122]

In December 2024, Waymo announced its first international expansion with testing in Tokyo, Japan in the neighborhoods of Shinjuku, Shibuya, Minato, Chiyoda, Chūō, Shinagawa, and Kōtō in partnership with Nihon Kotsu and Japan's GO taxi app. [18]

Crashes

By July 2015, Google's 23 self-driving cars had been involved in 14 minor collisions on public roads. [123] Google maintained that, in all but one case, the vehicle was not at fault because the cars were either driven manually or the driver of another vehicle was at fault. [124] [125] [126]

By July 2021, the NHTSA had found 150 crashes by Waymo. Under NHTSA rules, crashes were reported if the system was in use in the prior 30 seconds, though most crashes did not have injuries. [127]

Waymo regularly publishes safety reports. [128] Waymo is required by the California DMV to report the number of incidents where the safety driver took control for safety reasons. Some incidents were not reported when simulations indicated that the car would have stopped safely on its own. [129] In 2023, Waymo claimed only 3 crashes with injuries over 7.1 million miles driven, nearly twice as safe as a human driver. [130]

A Waymo robotaxi killed a dog in San Francisco while in "autonomous mode" in May 2023. [131]

In February 2024, a driverless Waymo robotaxi struck a cyclist in San Francisco. [132] Later that same month, Waymo issued recalls for 444 of its vehicles after two hit the same truck being towed on a highway. [133] [134] [135]

Limitations

Waymo operates in some of its testing markets, such as Chandler, Arizona, at L4 autonomy with no one sitting behind the steering wheel, sharing roadways with other drivers and pedestrians. [23] [136] Waymo's earlier testing focused on areas without harsh weather, extreme density, or complicated road systems, but it has moved on to test under new conditions. [137] [105] As a result, beginning in 2017, Waymo began testing in areas with harsher conditions, such as its winter testing in Michigan. [93]

In 2014, a critic wrote in the MIT Technology Review that unmapped stoplights would cause problems with Waymo's technology and the self-driving technology could not detect potholes. Additionally, the lidar technology cannot spot some potholes or discern when humans, such as a police officer, signal the car to stop, the critic wrote. [138] Waymo has worked to improve how its technology responds in construction zones. [139] [140]

California regulators do not require Waymo to disclose every incident involving erratic behavior in its fleet. In the first five months of 2023, San Francisco officials said they had logged more than 240 incidents in which a Cruise or Waymo vehicle might have created a safety hazard. [141]

In 2021, it was noted that Waymo cars kept routing through the Richmond District of San Francisco, with up to 50 cars each day driving to a dead end street before turning around. [142] In 2023, ABC7 News Bay Area posted a video of a journalist taking a ride in a Waymo vehicle, which stopped at a green light and dropped the journalist at the wrong stop twice, despite support intervention. [143]

Backlash

In 2023, the San Francisco group Safe Street Rebel used a practice called "coning" to trap Waymo and Cruise cars with traffic cones as a form of protest after claiming that the cars had been involved in hundreds of incidents. [144] During the 2024 Lunar New Year in San Francisco Chinatown, protestors attacked, graffitied, and set fire to a Waymo car. No one was injured. [145] [146] In 2024, passengers during a Waymo ride described an attack by an onlooker who attempted to cover the car's sensors. [147]

In 2024, the city attorney of San Francisco attempted to sue to prevent expansion of driverless vehicles including Waymo into San Francisco. [148] San Mateo County government soon after also sent a letter to regulators opposing expansion to its county. [149]

In May 2024, the National Highway Traffic Safety Administration (NHTSA) launched an investigation into potential flaws in Waymo vehicles, focusing on 31 incidents that included Waymo vehicles ramming into a closing gate, driving on the wrong side of the road, and at least 17 crashes or fires. [150]

In August of 2024, residents of San Francisco's SoMa district began to complain about noise pollution from Waymo vehicles honking at each other in a local parking lot. Residents reported that the car horns could be heard daily, with varying levels of activity, usually peaking at around 4 AM and during evening rush hour. The honking appears to have been triggered by the self-driving cars backing in and out of the lot. [151] The story caught attention after a resident began live streaming the cars with lofi hip hop music. Since then, Waymo Director of Product & Ops, Vishay Nihalani has appeared on the live stream to apologize and offer an explanation. Nihalani has assured locals that the honking will be fixed as further software updates are implemented. [152]

Services

In 2017, Waymo highlighted four specific business uses for its autonomous tech: Robotaxis, trucking and logistics, urban public transportation, and passenger cars. [93]

Robotaxis

This section is an excerpt from Robotaxi.[ edit ]
Part of a series on
Self-driving cars & self-driving vehicles
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A robotaxi, also known as robot taxi, robo-taxi, self-driving taxi or driverless taxi, is an autonomous car (SAE automation level 4 or 5) operated for a ridesharing company.

Waymo offers robotaxi services in Phoenix, Arizona and in San Francisco, [120] and Los Angeles, California. [153]

Trucking and delivery

Waymo Via, launched in 2020 to work with OEMs to get its technology into vehicles. [154] [72] [155] The company is testing Class 8 tractor-trailers [156] in Atlanta, [156] and southwest shipping routes across Texas, New Mexico, Arizona, and California. [154] The company operates a trucking hub in Dallas, Texas. [157] It is partnering with Daimler to integrate autonomous technology into a fleet of Freightliner Cascadia trucks. [158]

Waymo operates 48 Class 8 autonomous trucks with safety drivers. [159] In 2023 Waymo issued a joint application along with Aurora Innovation to the Federal Motor Carrier Safety Administration for a five-year exemption from rules that require drivers to place reflective triangles or a flare around a stopped tractor-trailer truck, to avoid needing human drivers, in favor of warning beacons mounted on the truck cab. [160]

Waymo tested its technology in commercial delivery vehicles with United Parcel Service. [161] [162] In July 2020 Waymo and Stellantis expanded their partnership, including the development of Ram ProMaster delivery vehicles. [163]

Waymo LLC v. Uber Technologies, Inc. et al.

In February 2017, Waymo sued Uber and its subsidiary self-driving trucking company, Otto, alleging trade secret theft and patent infringement. The company claimed that three ex-Google employees, including Anthony Levandowski, had stolen trade secrets, including thousands of files, from Google before joining Uber. [164] The alleged infringement was related to Waymo's proprietary lidar technology, [165] [166] Google accused Uber of colluding with Levandowski. [167] Levandowski allegedly downloaded 9 gigabytes of data that included over a hundred trade secrets; eight of which were at stake during the trial. [168] [169]

An ensuing settlement gave Waymo 0.34% of Uber stock, [164] the equivalent of $245 million. Uber agreed not to infringe Waymo's intellectual property. [170] Part of the agreement included a guarantee that "Waymo confidential information is not being incorporated in Uber Advanced Technologies Group hardware and software." [171] In statements released after the settlement, Uber maintained that it received no trade secrets. [172] In May, according to an Uber spokesman, Uber had fired Levandowski, which resulted in the loss of roughly $250 million of his equity in Uber, which almost exactly equaled the settlement. [164] Uber announced that it was halting production of self-driving trucks through Otto in July 2018, and the subsidiary company was shuttered. [173]

California disclosure dispute

In January 2022, Waymo sued the California Department of Motor Vehicles (DMV) to prevent data on driverless crashes from being released to the public. Waymo maintained that such information constituted a trade secret. [174] According to The Los Angeles Times , the "topics Waymo wants to keep hidden include how it plans to handle driverless car emergencies, what it would do if a robot taxi started driving itself where it wasn't supposed to go, and what constraints there are on the car's ability to traverse San Francisco's tunnels, tight curves and steep hills." [175]

In February 2022, Waymo was successful in preventing the release of robotaxi safety records. A Waymo spokesperson affirmed that the company would be transparent about its safety record. [176]

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<span class="mw-page-title-main">Pony.ai</span> Autonomous vehicle technology company

Pony AI Inc. is a global autonomous vehicle technology company co-located in Silicon Valley, Beijing, and Guangzhou.

WeRide Inc. is an international autonomous driving technology company. It holds driverless permits in China, the US, the UAE and Singapore.

Aurora Innovation, Inc., doing business as Aurora, is a self-driving vehicle technology company based in Pittsburgh, Pennsylvania. Aurora has developed the Aurora Driver, a computer system that can be integrated into cars for autonomous driving. Aurora was co-founded by Chris Urmson, the former chief technology officer of Google/Alphabet Inc.'s self-driving team, which became known as Waymo, as well as by Sterling Anderson, former head of Tesla Autopilot, and Drew Bagnell, former head of Uber's autonomy and perception team.

Motional is an American autonomous vehicle company founded in March 2020 as a joint venture between automaker Hyundai Motor Group and auto supplier Aptiv. Headquartered in Boston, Massachusetts, Motional also maintains operations in Pittsburgh, Singapore, Las Vegas, and Los Angeles. Motional began testing its newest generation of vehicles in Las Vegas, Nevada, in February 2021, and also operates vehicles in Pittsburgh and Santa Monica, California.

References

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