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Why Tesla won’t lose sleep over other automakers achieving massive range ratings
Tesla is normally confronted with plenty of interesting and challenging metrics from competitors, especially in terms of range and speed. With the Mercedes-Benz VISION EQXX accomplishing a major feat of over 1,000 kilometers (620 miles) driven on a single charge earlier this week, many may wonder if Tesla engineers are scrambling around attempting to crank out some new EV with 2,000 kilometers of range. I can assure you they are not.
The accomplishments of Mercedes-Benz in its electric vehicle program are not to be slighted. While the luxury automaker is working to develop and ramp its EQ lineup, which will consist of fully and partially electric vehicles, Mercedes is definitely coming out with some pretty interesting and eye-grabbing records and points of strength, especially indicated in its most recent range ratings and assessments of its semi-autonomous driving functionality. Its most recent release from April 13 tells us the story of the VISION EQXX and how it drove 626 total miles on a charge.
“We did it! Powering through more than 1,000 kilometers with ease on a single battery charge and a consumption of only 8.7 kWh/100 km (7.1 kWh per 62 miles) in real-world traffic conditions,” Ola Källenius, Charman of the Board of Management for Mercedes-Benz Group AG, said. “The VISION EQXX is the most efficient Mercedes ever built. The technology program behind it marks a milestone in the development of electric vehicles. It underpins our strategic aim to ‘Lead in Electric.’”
Traveling on a route through Germany and Italy, crossing the towns and cities of Sindelfingen, Gotthard Tunnel, Milan, and Cassis, 11 hours and 32 minutes of driving time ended its 626-mile trek successfully with a single charge.
Erfolgreicher Roadtrip MissionXX – von Sindelfingen über die Schweizer Alpen nach Cassis an der Côte d’Azur. Der Mercedes-Benz VISION EQXX fährt über 1.000 km mit einer Batterieladung und einem Durchschnittsverbrauch von 8,7 kWh/100 km. // Successful MissionXX road trip – from Sindelfingen across the Swiss Alps to Cassis on the Cote d’Azur. The Mercedes-Benz VISION EQXX sets efficiency record – over 1,000 km on a single battery charge and average consumption of 8.7 kWh/100 km.
Many of those interested in electric vehicles may be thinking, “This is just another thing Tesla has been beaten on.” “It’s only a matter of time before others do it, too.” “Tesla won’t achieve this, they’re stuck in the 400-mile range threshold.”
Tesla, as a company, is likely excited other companies are accomplishing these endurance-type runs so they don’t have to. If the automotive industry in 2022 was the same as what it was in 2010: a gas engine-dominated sector with relatively no electric options, then sure, maybe Tesla would care. But maybe not. The landscape of the EV industry has become so obsessed with these incredible metrics that many consumers forget they won’t need over 600 miles of range. How many gas car drivers go to a dealership thinking, “I will only buy a car if it offers me 620 miles of driving on a tank?”
CEO Elon Musk even stated recently that having “too much” range is not necessarily a good thing for electric vehicles.
“We could’ve made a 600-mile Model S 12 months ago, but that would’ve made the product worse imo, as 99.9% of time you’d be carrying unneeded battery mass, which makes acceleration, handling & efficiency worse,” Musk said recently. “Even our 400+ mile range car is more than almost anyone will use.” ABC News says the average American only travels sixteen miles per day for work. U.S. Census data even says Americans only spend around 27.6 minutes driving to work one way.
Tesla has held this perspective for some time. “Mass is the enemy of both efficiency and performance, and minimizing the weight of every component is an ongoing goal for our design and engineering teams,” it said in a blog post announcing the 400-mile Model S in June 2020.“Several lessons from the engineering design and manufacturing of Model 3 and Model Y have now been carried over to Model S and Model X. This has unlocked new areas of mass reduction while maintaining the premium feel and performance of both vehicles. Additional weight savings have also been achieved through the standardization of Tesla’s in-house seat manufacturing and lighter weight materials used in our battery pack and drive units.”
While there is certainly no reason to knock on Mercedes-Benz’s accomplishments, there needs to be a relative sense of what is ultimately appropriate in terms of EV range. Endurance runs are completely legitimate and interesting ways to prove your battery and efficiency metrics, but they’re not something proven EV companies will look at down the road. The successful automakers will be focusing on avoiding supply chain issues, ramping battery supply chain manufacturing, becoming more vertically integrated, and working to create price parity between EVs and their gas counterparts.
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Tesla’s early strategy for charging units operating within its Robotaxi fleet reveals that the company surely has not lost any of that scrappy DNA that took it from an unlikely success story to the most valuable carmaker in the world.
An observer at a Tesla Supercharger in Austin spotted ten total Robotaxi vehicles arrive: one Cybercab and nine Model Y units. A Tesla employee was waiting at the lot and allowed each unit to park itself; every car that arrived had nobody in it.
Tesla wins FCC approval for wireless Cybercab charging system
The Tesla employee would walk around and plug each car in, adjusting the parking if needed:
So look at what I found. This is how Tesla charges unsupervised robotaxis at a public supercharger. Here is a driverless Cybercab showing up with no one in it. There are 9 other Model Ys that showed up too. A Tesla employee is walking around and plugging each of them in. She also moves the cars if they are not positioned well enough to charge. I love this process. One person charges multiple robotaxis at once
— Abhimanyu Yadav (@WorldlyReviewer) October 3, 2026
It’s a very interesting strategy, but extremely understandable at this early point in the Robotaxi program. It’s only been out for about 15 months, and Cybercab just entered the fleet in early September.
On top of that, Tesla is still working tirelessly on its wireless charging apparatus, and a new patent was just published regarding that product last week.
However, this is just another example of how Tesla still has plenty of that scrappy DNA leftover from the “production hell” days, when CEO Elon Musk slept on the floor of the factory, employees were working crazy hours, Tesla was building Sprung Structures to build cars in, and the company was tiptoeing on the brink of bankruptcy.
@Teslarati Sheer magnitude of the entire production system is hard to appreciate. Almost every element of production is >75% automated. Only wire harnesses & general assembly, which are <10% of production costs, are primarily manual.
— Elon Musk (@elonmusk) October 12, 2020
For now, Tesla is utilizing a simple system for recharging its ride-hailing vehicles, and that is a Tesla employee doing it manually until another solution presents itself. Sure, it’s not the most high-tech thing, and it certainly is not what people might have expected at this point in time, but it works, and it’s keeping the entire suite running.
Tesla is expanding its Robotaxi service hours by pushing the time back by one hour, keeping the ride-hailing service operational until 11 p.m., one hour later than previously.
CEO Elon Musk confirmed the change and offered a specific reason the expansion has been gradual: the system still needs to reliably avoid small pets that are difficult to see after dark, as they commonly blend into the color of the road, especially when they’re grey.
The latest adjustment restores only a fraction of the operating window the service once held. When paid Robotaxi rides began in Austin on June 22, 2025, vehicles ran from 6 a.m. to midnight.
In September 2025, Tesla lengthened the day to a 2 a.m. close, producing a 20-hour window that stayed in place for most of the following year. By early August of this year, the cutoff had already been pulled back; an August 26 update formalized hours of 6 a.m. to 10 p.m. across Austin and several other markets.
The October move to 11 p.m. therefore leaves the Austin day one hour shorter than the original launch schedule and three hours shorter than the 2025 peak.
Musk addressed the constraint directly after the announcement. “The main thing we’re trying to solve is making sure that we don’t run over pets when they’re hard to see at night,” he wrote. “Literally trying to avoid grey kittens on grey tarmac in the dark.”
Robotaxi operating hours moved from 10pm to 11pm.
The main thing we’re trying to solve is making sure that we don’t run over pets when they’re hard to see at night. Literally trying to avoid grey kittens on grey tarmac in the dark.
— Elon Musk (@elonmusk) October 3, 2026
The example points to a low-contrast perception problem in which a small animal can blend into the road surface under limited lighting.
Tesla’s vehicles rely on cameras and neural-network processing rather than lidar; Musk has previously argued that advanced vision software can extract useful information even in low light by analyzing photon counts, but the pet-detection case remains the stated limiter in later hours.
The modest schedule change arrives alongside faster growth in the purpose-built Cybercab fleet. Texas registration data tracked by observers showed the Austin Cybercab count rising sharply in recent weeks, reaching 169 vehicles after more than 100 were added in a short span.
Tesla has indicated that a broader shift toward 24-hour operation is tied to the upcoming FSD v15 software release expected this month on Robotaxi vehicles. Until that capability is validated for the edge cases Musk described, the company continues to add service time incrementally rather than jumping straight to overnight coverage.
The one-hour extension gives Austin riders a later option for evening trips while the underlying detection work continues.
Tesla has snagged a deal with IMC Logistics to supply the company with 50 Semi units for its logistics operations.
IMC handles drayage and landside logistics and has over 2,700 asset trucks in its fleet. In its over forty years of service, it has established more than 50 locations across the United States and spans operations from coast to coast.
Jim Gillis of IMC said that the addition of the Tesla Semi will help IMC move toward a “zero-emission service for long-haul lanes.”
The move is one that has become more common over the past few years, as more and more companies doing large-scale logistics have moved to sustainable powertrains, using either Tesla or others.
🚨 IMC Logistics announced that it will add 50 Tesla Semis to its fleet https://t.co/ymh1Ca2IuX
— TESLARATI (@Teslarati) October 5, 2026
Tesla’s Semi program just entered its first truly public phase, as the company handed over its first production units to companies in September, although a pilot program with companies like PepsiCo. and Frito-Lay has been ongoing for years.
IMC announced its intention to purchase 50 Semi units from Tesla in September, and according to VP of Marketing and Public Relations on September 29 to Trucking Drive, the company will take delivery either this week or took delivery late last week.
With surging prices of diesel and high logistics costs, Tesla and the Semi could truly revolutionize how companies manage their fleets. With the advent of Full Self-Driving, the Semi will potentially cut down on driver fatigue and increase productivity, while decreasing the cost of operation per mile by being cheaper to refuel.
Tesla had a dedicated Semi handover event at the Semi factory in Sparks, Nevada, a few weeks back, as it officially introduced its truck to many company fleets that have been waiting to add these sustainable powertrains.
Tesla reveals early Robotaxi charging strategy, showing scrappy DNA
Tesla Robotaxi expands hours, Musk explains why it’s been a challenge
