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Mercedes EQS EV spied benchmarking against Tesla Model S and Model 3

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Mercedes-Benz was spied testing its yet-to-be-released EQS long-range electric vehicle against Tesla’s flagship Model S, a vehicle that has arguably become the gold standard when it comes to the electric car to be benchmarked against.

Outfitted with a familiar camouflage wrap to conceal some of its exterior features, the EQS was spotted with a Tesla Model 3 and Model S in tow at the Mercedes Research and Development Center in Sindelfingen, Germany. The test facility is located outside of Stuttgart, where both Mercedes and Porsche are headquartered.

The Model 3 that arrived at the testing facility was not a Performance variant, as determined by the wheels, ride height, and trim of the vehicle. Tesla’s flagship sedan, the Model S, was also benchmarked against by Mercedes during the EQS testing session.

Mercedes EQS testing against a Tesla Model S at the Research and Development Center in Sindelfingen, Germany (Teslarati)

Design and Aesthetics

The EQS seen in the pictures appears to have wide and bulky body dimensions that are reminiscent of the Model S Plaid variant. Tesla’s Plaid Mode Model S was designed with a broader body and three separate motors for increased performance. Still, it also contained a rear diffuser for efficient air displacement and a rear spoiler that improved the aerodynamics of the vehicle.

The EQS in the photographs does not contain either a diffuser or a rear spoiler.

While somewhat reminiscent of other Mercedes-Benz models, the EQS’ rounded edges on the quarter panels give it a sportier look than the 2021 S-Class 450 SE, which is much more squared off at the corners of the vehicle.

Mercedes also says that the EQS will have digital headlamps and an all-digital front grille. A futuristic and fluid design will seamlessly integrate the body, dashboard, console, and armrests, and the luxury interior will be made from recycled materials to increase sustainability.

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Mercedes EQS testing against a Tesla Model S at the Research and Development Center in Sindelfingen, Germany (Teslarati)

Performance and Other Features

Mercedes unveiled the EQS in 2019 and stated that two electric motors would give the car around 470 horsepower. The German automaker estimates that the EQS will reach 0-60 MPH in less than 4.5 seconds and that it will have 435 miles of all-electric range based on the more relaxed WLTP standard.

It will also pack a 100 kWh battery that will recharge from 0% to 80% in 20 minutes using high-power DC Fast Charging.

Mercedes also plans to use at least level 3 autonomy, but there is some indication that the German automaker may have to scrap these plans when the car is released. Mercedes and BMW had a joint partnership that was aimed toward developing self-driving technology, but it was frozen after a steep plunge in demand due to the COVID-19 pandemic.

The EQS is Mercedes’ first of its all-new line of electric cars. The German automaker is doing what many other car companies in the same country are attempting to do: breakthrough Tesla’s expansive lead in EV tech by developing impressive sustainable models.

The EQS starts at $96,000 and is expected to go on sale in 2021.

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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Elon Musk teases TSMC as potential Terafab partner

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SpaceX Terafab rendering
SpaceX Terafab rendering

Elon Musk has acknowledged that early discussions with Taiwan Semiconductor Manufacturing Company (TSMC) could bring the company into his ambitious Terafab semiconductor project, signaling a possible partnership with the world’s leading contract chipmaker.

Musk confirmed that early talks are underway, but as of right now, they are “just discussions.” There is no confirmation of a deal nor dismissal of the possibility of one, leaving open the prospect of one of the largest advanced-chip collaborations under discussion in the U.S.

The report that speculated on potential discussions between Terafab and TSMC comes from Tim Culpan, who outlined a few ways the collaboration could operate. One is TSMC using the project as an “anchor customer” for future facilities in Texas, potentially contributing process expertise, operational know-how, or capacity while Terafab provides capital, long-term purchase commitments, or both.

Tesla and SpaceX jointly developed the Terafab project, with Intel already participating on the tech side. Elon Musk announced the project in March, and it intends to produce more than one terawatt of AI compute capacity annually once fully built.

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Elon Musk’s Terafab project locks up massive new partner

Company statements place the first phase at approximately $16.8 billion in cost, with later filings pointing to a total that could reach well into the tens of billions across multiple stages.

Intel joined the effort in April 2026 and is expected to supply its 14A manufacturing process for the full-scale plant.

Musk has said existing suppliers, including Samsung and TSMC, remain important for near-term needs; Tesla already has production arrangements with Samsung for AI5 and AI6 chips, but that future demand from Optimus robots, Cybercab vehicles, and planned space-based data centers will eventually exceed what the global industry can currently deliver.

Terafab is positioned as the long-term answer to that projected shortfall, and Tesla did something similar during COVID to avoid a chip shortage. This is just a much larger-scale solution.

If the partnership were to materialize, it would add TSMC’s industry-leading strategies to a project that already combines Tesla’s and SpaceX’s capital and offtake with Intel’s process technology. For now, the only public confirmation is Musk’s brief acknowledgement that conversations are occurring.

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Tesla reveals early Robotaxi charging strategy, showing scrappy DNA

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Credit: Tesla

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:

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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.

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.

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Tesla Robotaxi expands hours, Musk explains why it’s been a challenge

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Credit: Tesla

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.

Tesla Robotaxi will be a 24/7 service: here’s when

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.

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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.”

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.

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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.

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