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Tesla Autopilot traveled fewer miles per accident in Q4, vehicle safety report shows

(Credit: Tesla)

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Update: 3/15: added paragraphs 9 and 10 to reflect weather and seasonality, which affect crash rates from quarter to quarter, as Tesla notes.

Tesla Autopilot traveled fewer miles between accidents in Q4 2022 compared to the quarter prior, the company’s vehicle safety report showed. However, there was in improvement compared to Q4 2021.

In the fourth quarter, Tesla recorded one crash for every 4.85 million miles driven in which drivers utilized Autopilot. In the third quarter, Tesla had one accident for every 6.26 million miles driven.

The company wrote:

“In the 4th quarter, we recorded one crash for every 4.85 million miles driven in which drivers were using Autopilot technology.”

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Q3 was Tesla’s second-strongest quarter in terms of miles traveled on Autopilot before an accident, with only Q1 2022 showing stronger numbers. Tesla registered an accident once every 6.57 million miles in Q1.

Tesla also had a decrease in miles traveled per accident for drivers not using Autopilot compared to Q3:

“For drivers who were not using Autopilot technology, we recorded one crash for every 1.40 million miles driven.”

tesla autopilot q4 2022

Credit: Tesla

Despite the decrease, Tesla Autopilot still shows stronger numbers than the national average. The NHTSA and FHWA show that one accident occurs every 652,000 miles traveled in the United States.

However, Q4 was Tesla’s least impressive performance in terms of miles traveled in between accidents. Tesla utilizes a neural network to improve Autopilot’s performance with every mile driven. This has been the company’s most significant advantage in terms of its development of semi-autonomous driver assistance programs.

It was an improvement from Q4 in the previous year, which could be affected by weather conditions. Tesla notes:

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“Please note that seasonality can affect crash rates from quarter to quarter, particularly in quarters where reduced daylight and inclement or wintry weather conditions are more common. To minimize seasonality as a variable, compare a quarter to the same quarter in prior years.”

Autopilot has not been recognized as the most robust driver assistance system by media outlets. After Consumer Reports indicated Ford Blue Cruise and GM SuperCruise were the best available suites on the market, Tesla Autopilot slipped to 7th place.

Ford BlueCruise, GM SuperCruise ranked as best Driver Assistance systems, Tesla Autopilot ranks 7th

Tesla Autopilot has also been subjected to investigations from U.S. regulators. A 2014 Model S that struck a firetruck in California last month is the most recent investigation to be launched by the National Highway Traffic Safety Administration (NHTSA) after the agency had already initiated a probe to determine why the vehicles have collided with emergency vehicles.

Nevertheless, Tesla Autopilot, despite the slide in Q4, is still showing more miles traveled than the national average. Autopilot is still a work in progress, and Tesla’s biggest focus is autonomy, according to CEO Elon Musk.

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Musk said earlier this month that its next vehicle would be capable of handling most of its operation in autonomous modes.

I’d love to hear from you! If you have any comments, concerns, or questions, please email me at joey@teslarati.com. You can also reach me on Twitter @KlenderJoey, or if you have news tips, you can email us at tips@teslarati.com.

Joey has been a journalist covering electric mobility at TESLARATI since August 2019. In his spare time, Joey is playing golf, watching MMA, or cheering on any of his favorite sports teams, including the Baltimore Ravens and Orioles, Miami Heat, Washington Capitals, and Penn State Nittany Lions. You can get in touch with joey at joey@teslarati.com. He is also on X @KlenderJoey. If you're looking for great Tesla accessories, check out shop.teslarati.com

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Tesla is improving Giga Berlin’s free “Giga Train” service for employees

With this initiative, Tesla aims to boost the number of Gigafactory Berlin employees commuting by rail while keeping the shuttle free for all riders.

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Credit: Jürgen Stegemann/LinkedIn

Tesla will expand its factory shuttle service in Germany beginning January 4, adding direct rail trips from Berlin Ostbahnhof to Giga Berlin-Brandenburg in Grünheide.

With this initiative, Tesla aims to boost the number of Gigafactory Berlin employees commuting by rail while keeping the shuttle free for all riders.

New shuttle route

As noted in a report from rbb24, the updated service, which will start January 4, will run between the Berlin Ostbahnhof East Station and the Erkner Station at the Gigafactory Berlin complex. Tesla stated that the timetable mirrors shift changes for the facility’s employees, and similar to before, the service will be completely free. The train will offer six direct trips per day as well.

“The service includes six daily trips, which also cover our shift times. The trains will run between Berlin Ostbahnhof (with a stop at Ostkreuz) and Erkner station to the Gigafactory,” Tesla Germany stated.

Even with construction continuing at Fangschleuse and Köpenick stations, the company said the route has been optimized to maintain a predictable 35-minute travel time. The update follows earlier phases of Tesla’s “Giga Train” program, which initially connected Erkner to the factory grounds before expanding to Berlin-Lichtenberg.

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Tesla pushes for majority rail commuting

Tesla began production at Grünheide in March 2022, and the factory’s workforce has since grown to around 11,500 employees, with an estimated 60% commuting from Berlin. The facility produces the Model Y, Tesla’s best-selling vehicle, for both Germany and other territories.

The company has repeatedly emphasized its goal of having more than half its staff use public transportation rather than cars, positioning the shuttle as a key part of that initiative. In keeping with the factory’s sustainability focus, Tesla continues to allow even non-employees to ride the shuttle free of charge, making it a broader mobility option for the area.

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Tesla Model 3 and Model Y dominate China’s real-world efficiency tests

The Tesla Model 3 posted 20.8 kWh/100 km while the Model Y followed closely at 21.8 kWh/100 km.

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Credit: Grok Imagine

Tesla’s Model 3 and Model Y once again led the field in a new real-world energy-consumption test conducted by China’s Autohome, outperforming numerous rival electric vehicles in controlled conditions. 

The results, which placed both Teslas in the top two spots, prompted Xiaomi CEO Lei Jun to acknowledge Tesla’s efficiency advantage while noting that his company’s vehicles will continue refining its own models to close the gap.

Tesla secures top efficiency results

Autohome’s evaluation placed all vehicles under identical conditions, such as a full 375-kg load, cabin temperature fixed at 24°C on automatic climate control, and a steady cruising speed of 120 km/h. In this environment, the Tesla Model 3 posted 20.8 kWh/100 km while the Model Y followed closely at 21.8 kWh/100 km, as noted in a Sina News report. 

These figures positioned Tesla’s vehicles firmly at the top of the ranking and highlighted their continued leadership in long-range efficiency. The test also highlighted how drivetrain optimization, software management, and aerodynamic profiles remain key differentiators in high-speed, cold-weather scenarios where many electric cars struggle to maintain low consumption.

Xiaomi’s Lei Jun pledges to continue learning from Tesla

Following the results, Xiaomi CEO Lei Jun noted that the Xiaomi SU7 actually performed well overall but naturally consumed more energy due to its larger C-segment footprint and higher specification. He reiterated that factors such as size and weight contributed to the difference in real-world consumption compared to Tesla. Still, the executive noted that Xiaomi will continue to learn from the veteran EV maker. 

“The Xiaomi SU7’s energy consumption performance is also very good; you can take a closer look. The fact that its test results are weaker than Tesla’s is partly due to objective reasons: the Xiaomi SU7 is a C-segment car, larger and with higher specifications, making it heavier and naturally increasing energy consumption. Of course, we will continue to learn from Tesla and further optimize its energy consumption performance!” Lei Jun wrote in a post on Weibo.

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Lei Jun has repeatedly described Tesla as the global benchmark for EV efficiency, previously stating that Xiaomi may require three to five years to match its leadership. He has also been very supportive of FSD, even testing the system in the United States.

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Elon Musk reveals what will make Optimus’ ridiculous production targets feasible

Musk recent post suggests that Tesla has a plan to attain Optimus’ production goals.

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Credit: Tesla Optimus/X

Elon Musk subtly teased Tesla’s strategy to achieve Optimus’ insane production volume targets. The CEO has shared his predictions about Optimus’ volume, and they are so ambitious that one would mistake them for science fiction.

Musk’s recent post on X, however, suggests that Tesla has a plan to attain Optimus’ production goals.

The highest volume product

Elon Musk has been pretty clear about the idea of Optimus being Tesla’s highest-volume product. During the Tesla 2025 Annual Shareholder Meeting, Musk stated that the humanoid robot will see “the fastest production ramp of any product of any large complex manufactured product ever,” starting with a one-million-per-year line at the Fremont Factory.

Following this, Musk stated that Giga Texas will receive a 10 million-per-year unit Optimus line. But even at this level, the Optimus ramp is just beginning, as the production of the humanoid robot will only accelerate from there. At some point, the CEO stated that a Mars location could even have a 100 million-unit-per-year production line, resulting in up to a billion Optimus robots being produced per year.

Self-replication is key

During the weekend, Musk posted a short message that hinted at Tesla’s Optimus strategy. “Optimus will be the Von Neumann probe,” the CEO wrote in his post. This short comment suggests that Tesla will not be relying on traditional production systems to make Optimus. The company probably won’t even hire humans to produce the humanoid robot at one point. Instead, Optimus robots could simply produce other Optimus robots, allowing them to self-replicate.

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The Von Neumann is a hypothetical self-replicating spacecraft proposed by the mathematician and physicist John von Neumann in the 1940s–1950s. The hypothetical machine in the concept would be able to travel to a new star system or location, land, mine, and extract raw materials from planets, asteroids, and moons as needed, use those materials to manufacture copies of itself, and launch the new copies toward other star systems. 

If Optimus could pull off this ambitious target, the humanoid robot would indeed be the highest volume product ever created. It could, as Musk predicted, really change the world.

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