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NVIDIA says Tesla raised the bar for self-driving tech, car makers must deliver

Tesla's Full Self-Driving computer. | Image: Tesla

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NVIDIA, a prominent and highly successful leader in computer chip design, says that Tesla has raised the bar in autonomous driving software, and other car makers will have to deliver similar performance if they want to compete in the long-term future of the auto industry, according to a recent NVIDIA company blog.

“It’s financially insane to buy anything other than a Tesla,” CEO Elon Musk stated during the company’s Autonomy Day event. He then compared the purchase of any other car as equivalent to buying a horse for one’s transportation purposes. NVIDIA, for its part, agrees with Musk and Tesla’s sentiments about the future of self-driving and the need for powerful computers to push its progress.

“Self-driving cars—which are key to new levels of safety, efficiency, and convenience—are the future of the industry. And they require massive amounts of computing performance… This is the way forward. Every other automaker will need to deliver this level of performance,” the chip maker wrote.

The type of autonomous driving technology Tesla is pushing is predicted to be the inevitable standard, and the company’s lead in the arena will likely increase even further as more of their vehicles take to the road. “By end of this quarter, about half a million Teslas will have full self-driving hardware (pending computer swap) & we will make another half million FSD cars by mid next year,” Musk tweeted, emphasizing this point and echoing what he’d explained the day prior.

Tesla’s recent Autonomy Day presentation drew comparisons between the all-electric car maker’s Full Self-Driving (FSD) computer chip and those produced by NVIDIA, the only computer processing unit maker delivering performance in line with Tesla’s. NVIDIA currently has two self-driving chips in the works: the Xavier SoC (system on a chip) for assisted driving AutoPilot features, and the DRIVE AGX Pegasus computer for full self-driving. The comparisons in Tesla’s presentation were directed at the Xavier in a single-chip configuration.

The technical performance specifications required to run powerful artificial intelligence (AI) neural networks (NN) for autonomous driving require operations performed per second to be measured in the trillions – abbreviated as TOPS (tera operations per second). Tesla’s FSD computer chip can perform at a rate of 72 TOPS (x2 chips in the computer for 144 TOPS total), and the Xavier does 30 TOPS (mistakenly claimed to be 21 TOPS at Tesla’s event, per NVIDIA’s blog).

NVIDIA also expressed in the blog piece its opinion that the match between FSD and Xavier wasn’t quite an apples-to-apples comparison, given the purposes of the two chips. The chip designer prefers its DRIVE AGX Pegasus for the line-up, a computer intended for fully autonomous driving and capable of 320 TOPS. Tesla is assumingly aware of this product and obviously acknowledges the high level of technology developed by NVIDIA given that Hardware 2.5, the computer currently running Tesla’s Autopilot features, was made by the company.

A Tesla with driver features “deleted” under the Tesla Network. | Image: Tesla

There are additional specifications such as power consumption that further differentiate FSD from NVIDIA’s products with a more similar purpose to Tesla’s latest computer. Thus, a different product match may not have mattered towards the overall point being made in the presentation. Either way, a more important distinction between the two companies is the current status of their technologies.

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Tesla’s chip was crowned as “objectively the best in the world” by Musk, and this looks to be true, given the fact that all Tesla Model S, 3, and X vehicles being produced now have the hardware installed and will add to the already accruing real world self-driving data the company’s cars provide. NVIDIA has partnered with other car manufacturers to develop its products, but they are not incorporated in production vehicles the way Tesla’s FSD has been yet.

The performance Tesla has achieved in its FSD computer is impressive, and that was and continues to be the point. “[Autonomy] is basically our entire expense structure,” Musk told an investor inquiring about where the California-based company was incurring the most cost. Tesla is hedging its fiscal future on the success of autonomous driving in the marketplace, and the company is doing so with bullish energy driven by its famous top executive.

Musk expects Tesla’s Full Self-Driving software to be complete by the end of this year and fully operational by the second quarter of next year.

Accidental computer geek, fascinated by most history and the multiplanetary future on its way. Quite keen on the democratization of space. | It's pronounced day-sha, but I answer to almost any variation thereof.

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Investor's Corner

Tesla Q3 2025 earnings: What analysts expect

The automaker delivered a record 497,099 vehicles and logged its highest-ever energy storage sales in Q3 2025. 

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Credit: Tesla China

Tesla’s (NASDAQ:TSLA) Q3 2025 earnings, which would be released after markets close today, could prove to be a test of confidence for the company’s shareholders. 

The automaker delivered a record 497,099 vehicles and logged its highest-ever energy storage sales, but analysts noted that these gains might have come at a cost. 

Record vehicle deliveries

Tesla’s profit per share is expected to fall about 25% year over year to around $0.53–$0.55, even as revenue rises from 4% to 6%, as noted in a report from Market Pulse. Analysts noted that Tesla’s record quarter was partly fueled by buyers rushing to complete purchases before the U.S. federal EV tax credit expired in September, a surge that could dampen Q4 demand. The company also dipped into its inventory to reach the record delivery number.

Analysts expect automotive gross margin (excluding regulatory credits) to land between a conservative 16.5% and 17%. This suggests that a good portion of Tesla’s Q3 delivery growth came from aggressive price cuts. If margins fall below 16.5%, it could hint at more cost pressures that the company would have to handle in the coming months.

Tesla’s Energy segment, meanwhile, is expected to act as a stabilizer. The business deployed 12.5 GWh of storage in Q3, driven by strong demand from AI data centers. Analysts expect this high-margin division to partially cushion the hit from the automaker’s thinner car profits.

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AI, FSD, and Musk’s role

Tesla’s lofty valuation, trading about 17% above the average analyst consensus of $365, would likely depend heavily on investor belief in its AI and robotics initiatives. Industry watchers have stated that management must deliver credible updates on Full Self-Driving and the Robotaxi program to help justify the company’s current valuation.

Elon Musk’s proposed 2025 CEO Performance Award, which proxy advisors have urged shareholders to reject, would likely be discussed in the Q3 2025 earnings call has well. Musk has hinted that a failed vote could jeopardize Tesla’s AI strategy, making the company’s upcoming results quite crucial for market confidence.

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Investor's Corner

Tesla Board Chair defends Elon Musk’s pay plan, slams proxy advisors

The letter comes ahead of Tesla’s 2025 Annual Meeting, where shareholders will vote on several key proposals.

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robyn-m-denholm-tesla
CeBIT Australia, CC BY 2.0 , via Wikimedia Commons

Tesla Chair Robyn Denholm has issued a strongly worded letter urging investors to reject the latest recommendations from proxy advisory firms ISS and Glass Lewis, saying their “one-size-fits-all” approach fails to recognize Tesla’s unique business model and track record. 

The letter comes ahead of Tesla’s 2025 Annual Meeting, where shareholders will vote on several key proposals including Elon Musk’s 2025 CEO Performance Award and director reelections.

Tesla slams proxy advisors’ models

Denholm criticized both firms for consistently opposing Tesla’s growth-oriented plans, noting that the company’s market capitalization has increased twentyfold since shareholders approved Musk’s 2018 performance package, which both advisors had opposed at the time. 

“Our shareholders have ignored their recommendations, and it’s a good thing they did,” she wrote. “Otherwise, you may have missed out on our market capitalization soaring 20x while the proxy advisors time and time again recommended “against” Tesla proposals designed to promote the sort of extraordinary growth we have enjoyed.”

The letter argued that Glass Lewis and ISS use robotic policies that don’t account for Tesla’s innovation-driven structure. Tesla’s leadership maintained that the 2025 CEO Performance Award will only reward Musk if he achieves extraordinary market capitalization and operational goals. The plan, Denholm stated, aligns Musk’s incentives with long-term shareholder interests.

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Tesla defends board leadership

Denholm also defended directors Ira Ehrenpreis and Kathleen Wilson-Thompson, calling them pivotal to Tesla’s governance and innovation strategy. She said both have driven Tesla’s growth and helped design compensation systems vital to competing in the AI and robotics talent race.

She warned that following ISS and Glass Lewis could turn Tesla into “just another car company,” and urged shareholders to “vote yes to robots, and reject robotic voting.” The letter also highlighted that neither ISS nor Glass Lewis owns Tesla stock, emphasizing that only shareholders “who have made an actual financial investment” should decide the company’s direction.

“If you prefer that Tesla turn into just another car company mired in the ways of the past, then you should follow ISS and Glass Lewis. If you believe that Tesla, under the visionary leadership of Elon and the oversight of a Board that includes business leaders with integrity like Ira, Kathleen and Joe, then you should vote with Tesla,” Denholm wrote.

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Tesla Model S and Model X make a comeback in Europe

The updates inside and under the surface of the new Model S and Model X are meaningful.

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Credit: Tesla Europe & Middle East

Tesla’s luxury flagships are making a comeback in Europe. After disappearing from Tesla’s online configurator in July, the Model S and Model X are once again available to order across the region. 

Deliveries are set to begin in November, with the Model S priced from €109,990 and the Model X starting at €114,990. The update brings improved comfort, reduced cabin noise, and efficiency improvements to the two veteran EVs.

A subtle refresh

Tesla’s design team made only light exterior changes, but the updates inside and under the surface of the new Model S and Model X are meaningful. The refreshed Model S and Model X now feature upgraded insulation, enhanced active noise cancellation, and retuned air suspension to make the ride smoother and quieter. 

New 19- or 21-inch wheels and ambient interior lighting add a subtle modern touch to the two flagships, while the Model X’s third-row seating has been improved with more space for occupants, Tesla Europe and Middle East noted in a post on X.

Both vehicles gained adaptive headlights, blind-spot warning lights, and a standard front camera. Efficiency has also improved thanks to new aerodynamic rims and low-rolling-resistance tires. The Model S now boasts a WLTP range of 744 kilometers, while the heavier Model X can travel up to 600 kilometers on a single charge.

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Tesla’s performance flagship

The Model S Plaid, Tesla’s performance flagship, benefits from deeper upgrades in this cycle. The vehicle now features a redesigned front fascia and a new front splitter. Its rear aprons have also been updated, and it has been given a carbon rear spoiler and diffuser to enhance high-speed stability. 

Underneath, the drive rotors receive carbon sleeves for better performance under extreme loads. The Plaid sprints from zero to 100 kph in just 2.1 seconds and can reach 322 kph with optional ceramic brakes, while maintaining an impressive 611-kilometer range. Considering its performance figures, the Model S Plaid has once again become the market’s best bang-for-the-buck flagship performance car. 

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