It is tough being Tesla. In a world where cars are becoming electric, just as the company initially intended when its mission began 18 years ago, Tesla is the top dog at the moment. Every car company in the world is nipping at its heels in an attempt to catch up to Elon Musk’s car company. However, recent developments have inspired me to look at a different kind of competition that Tesla is facing, something that feels somewhat unjust in the grand scheme of things. Unfortunately, it’s not from another car company, it’s from federal investigators and Tesla skeptics who continue to magnify the company’s accidents, all because there is the possibility that a car involved in an accident may have been operating on Autopilot.
Earlier this week, a Model Y was involved in a crash in Michigan. What turned out to be a case of reckless driving was initially blamed on the possibility of Autopilot by mainstream media sources. Unfortunately for them, their credibility regarding Tesla vehicles continues to be chipped away as they sacrifice long-term trustworthiness in the field of electric vehicles for short-term viewership. A Tesla was in fact in an accident in Detroit, and yes, the NHTSA was investigating it. There’s no reason to go any more broad than that.
Unfortunately, Tesla’s rollout of Autopilot and Full Self-Driving has put the company at risk for these types of stories. Anytime a Tesla crashes, the first thing that is planted in people’s minds is the possibility that the car may have been using the semi-autonomous driving functionalities. Why? Human beings are still responsible for operating the car even when the vehicle is utilizing the state-of-the-art technology. It is in no way the car’s fault when the driver is still responsible for the ultimate operation of the vehicle. It’s like blaming a fork for obesity, in my eyes.
While it is unfortunate that there have been deaths due to Autopilot, there are instances where gross negligence from the driver is truly the cause of an accident. For example, in a case where speed and reckless driving is truly the factor, there needs to be an immediate clarification by investigating officers. Perhaps Tesla could provide some clarification to authorities in some kind of system where officers could give the VIN of a vehicle involved, and Tesla could determine immediately whether the car was operating using its driver assistance features. Obviously, there may be a better way. But in the short-term, especially in the early days of the FSD Beta, the credibility of the vehicle’s systems is extremely important for future rollouts.
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Statistically, Tesla vehicles are much safer than human drivers, to begin with. Recent Q4 2020 Safety Report statistics from Tesla show that one accident occurred with Autopilot every 3.45 million miles. The national average is 484,000 miles. Isn’t that enough to prove Autopilot is a better option than human driving? By the way, it only gets more accurate and precise with every mile driven thanks to its Neural Networks that attain new data.
The exposure Tesla receives after one of these tragic accidents is likely what is the most frustrating. Immediately, people jump to conclusions and assume the car was responsible for the issues. It’s interesting though because I can’t ever recall a single instance of media jumping all over an issue with SuperCruise or any of the other numerous driver assistance systems that are out on the market today. I am sure there has been coverage, I just can’t recall any instance where it has been a national headline like Tesla seems to be included in on a regular basis.
In all honesty, it is just extremely frustrating to know that there is so much focus on Tesla’s shortcomings instead of its broad successes. I am a TSLA investor, but I am also extremely critical of the company at times, and I believe it is because of my holdings. There are times I would do things differently. I was vocal about my distaste for not telling any Model Y LR RWD reservation holders that their cars weren’t going to be made. I am upset that there is relatively no communication with Model S Plaid reservation holders regarding their steering wheels. I am not a fan that we’ve been told Semi/Roadster production is imminent on numerous occasions but we are still sitting here with neither of those vehicles. I get the bottlenecks, but I think those things have just frustrated me personally.
I’m glad Tesla spends $0 on advertising. The news outlets & media don’t deserve Teslas money. It’s better used growing the company & for things like building next-gen factories. Ford and GM alone will spend over $5B this year on US advertising. The bias is clear and money talks.
— Sawyer Merritt ?? (@SawyerMerritt) March 17, 2021
However, I am also going to admit when things are just plain unfair, and Tesla is a victim of that on so many occasions. I don’t know if that has to do with oil money lining the pockets of MSM, or it is just an attempt to derail a company that has really disrupted the automotive industry. I won’t speculate. There is, of course, a reason for the investigations that could be beneficial. It could just be an attempt to learn from the mistakes of Tesla and pass them along for future instances. Unfortunately, there will be more accidents with self-driving software, and it will go far beyond Tesla. However, Tesla is the only company with a robust self-driving program, so the microscope almost needs to be on them at times, but that’s where this whole situation really gets sticky.
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News
Tesla hints toward Premium Robotaxi offering with Model S testing
Why Tesla has chosen to use a couple of Model S units must have a reason; the company is calculated in its engineering and data collection efforts, so this is definitely more than “we just felt like giving our drivers a change of scenery.”
Tesla Model S vehicles were spotted performing validation testing with LiDAR rigs in California today, a pretty big switch-up compared to what we are used to seeing on the roads.
Tesla utilizes the Model Y crossover for its Robotaxi fleet. It is adequately sized, the most popular vehicle in its lineup, and is suitable for a wide variety of applications. It provides enough luxury for a single rider, but enough room for several passengers, if needed.
However, the testing has seemingly expanded to one of Tesla’s premium flagship offerings, as the Model S was spotted with the validation equipment that is seen entirely with Model Y vehicles. We have written several articles on Robotaxi testing mules being spotted across the United States, but this is a first:
🚨 Tesla is using Model S vehicles fitted with LiDAR rigs to validate FSD and Robotaxi, differing from the Model Ys that it uses typically
Those Model Y vehicles have been on the East Coast for some time. These Model S cars were spotted in California https://t.co/CN9Bw5Wma8 pic.twitter.com/UE55hx5mdd
— TESLARATI (@Teslarati) December 11, 2025
Why Tesla has chosen to use a couple of Model S units must have a reason; the company is calculated in its engineering and data collection efforts, so this is definitely more than “we just felt like giving our drivers a change of scenery.”
It seems to hint that Tesla could add a premium, more luxury offering to its Robotaxi platform eventually. Think about it: Uber has Uber Black, Lyft has Lyft Black. These vehicles and services are associated with a more premium cost as they combine luxury models with more catered transportation options.
Tesla could be testing the waters here, and it could be thinking of adding the Model S to its fleet of ride-hailing vehicles.
Reluctant to remove the Model S from its production plans completely despite its low volume contributions to the overall mission of transitioning the world to sustainable energy, the flagship sedan has always meant something. CEO Elon Musk referred to it, along with its sibling Model X, as continuing on production lines due to “sentimental reasons.”
However, its purpose might have been expanded to justify keeping it around, and why not? It is a cozy, premium offering, and it would be great for those who want a little more luxury and are willing to pay a few extra dollars.
Of course, none of this is even close to confirmed. However, it is reasonable to speculate that the Model S could be a potential addition to the Robotaxi fleet. It’s capable of all the same things the Model Y is, but with more luxuriousness, and it could be the perfect addition to the futuristic fleet.
News
Rivian unveils self-driving chip and autonomy plans to compete with Tesla
Rivian, a mainstay in the world of electric vehicle startups, said it plans to roll out an Autonomy+ subscription and one-time purchase program, priced at $49.99 per month and $2,500 up front, respectively, for access to its self-driving suite.
Rivian unveiled its self-driving chip and autonomy plans to compete with Tesla and others at its AI and Autonomy Day on Thursday in Palo Alto, California.
Rivian, a mainstay in the world of electric vehicle startups, said it plans to roll out an Autonomy+ subscription and one-time purchase program, priced at $49.99 per month and $2,500 up front, respectively, for access to its self-driving suite.
CEO RJ Scaringe said it will learn and become more confident and robust as more miles are driven and it gathers more data. This is what Tesla uses through a neural network, as it uses deep learning to improve with every mile traveled.
He said:
“I couldn’t be more excited for the work our teams are driving in autonomy and AI. Our updated hardware platform, which includes our in-house 1600 sparse TOPS inference chip, will enable us to achieve dramatic progress in self-driving to ultimately deliver on our goal of delivering L4. This represents an inflection point for the ownership experience – ultimately being able to give customers their time back when in the car.”
At first, Rivian plans to offer the service to personally-owned vehicles, and not operate as a ride-hailing service. However, ride-sharing is in the plans for the future, he said:
“While our initial focus will be on personally owned vehicles, which today represent a vast majority of the miles to the United States, this also enables us to pursue opportunities in the rideshare space.”
The Hardware
Rivian is not using a vision-only approach as Tesla does, and instead will rely on 11 cameras, five radar sensors, and a single LiDAR that will face forward.
It is also developing a chip in-house, which will be manufactured by TSMC, a supplier of Tesla’s as well. The chip will be known as RAP1 and will be about 50 times as powerful as the chip that is currently in Rivian vehicles. It will also do more than 800 trillion calculations every second.
Meet the Rivian Autonomy Processor.
Fast, smart, scalable and purpose-built for autonomous driving and the world of physical AI. Hitting the open road in 2026. pic.twitter.com/0wYXi5WKy7
— Rivian (@Rivian) December 11, 2025
RAP1 powers the Autonomy Compute Module 3, known as ACM3, which is Rivian’s third-generation autonomy computer.
ACM3 specs include:
- 1600 sparse INT8 TOPS (Trillion Operations Per Second).
- The processing power of 5 billion pixels per second.
- RAP1 features RivLink, a low-latency interconnect technology allowing chips to be connected to multiply processing power, making it inherently extensible.
- RAP1 is enabled by an in-house developed AI compiler and platform software
As far as LiDAR, Rivian plans to use it in forthcoming R2 cars to enable SAE Level 4 automated driving, which would allow people to sit in the back and, according to the agency’s ratings, “will not require you to take over driving.”
More Details
Rivian said it will also roll out advancements to the second-generation R1 vehicles in the near term with the addition of UHF, or Universal Hands-Free, which will be available on over 3.5 million miles of roadway in the U.S. and Canada.
More than any other feature, our owners have asked for more hands-free miles.
With Universal Hands-Free, you can now enjoy hands-free assisted driving on any road with clearly defined lanes. That’s roughly 3.5 million miles in the U.S. and Canada.
Look for it in our next… pic.twitter.com/ZFhwVzvt6b
— Rivian (@Rivian) December 11, 2025
Rivian will now join the competitive ranks with Tesla, Waymo, Zoox, and others, who are all in the race for autonomy.
News
Tesla partners with Lemonade for new insurance program
Tesla recently was offered “almost free” coverage for Full Self-Driving by Lemonade’s Shai Wininger, President and Co-founder, who said it would be “happy to explore insuring Tesla FSD miles for (almost) free.”
Tesla owners in California, Oregon, and Arizona can now use Lemonade Insurance, the firm that recently said it could cover Full Self-Driving miles for “almost free.”
Lemonade, which offered the new service through its app, has three distinct advantages, it says:
- Direct Connection for no telematics device needed
- Better customer service
- Smarter pricing
The company is known for offering unique, fee-based insurance rates through AI, and instead of keeping unclaimed premiums, it offers coverage through a flat free upfront. The leftover funds are donated to charities by its policyholders.
On Thursday, it announced that cars in three states would be able to be connected directly to the car through its smartphone app, enabling easier access to insurance factors through telematics:
Lemonade customers who own @Tesla vehicles in California, Oregon, and Arizona can now connect their cars directly to the Lemonade app! ⚡🚘
Direct connection = no telematics device needed 📵
Better customer experience 💃
Smarter pricing with Lemonade 🧠This is a game-changer… pic.twitter.com/jbabxZWT4t
— Lemonade (@Lemonade_Inc) December 11, 2025
Tesla recently was offered “almost free” coverage for Full Self-Driving by Lemonade’s Shai Wininger, President and Co-founder, who said it would be “happy to explore insuring Tesla FSD miles for (almost) free.”
The strategy would be one of the most unique, as it would provide Tesla drivers with stable, accurate, and consistent insurance rates, while also incentivizing owners to utilize Full Self-Driving for their travel miles.
Tesla Full Self-Driving gets an offer to be insured for ‘almost free’
This would make FSD more cost-effective for owners and contribute to the company’s data collection efforts.
Data also backs Tesla Full Self-Driving’s advantages as a safety net for drivers. Recent figures indicate it was nine times less likely to be in an accident compared to the national average, registering an accident every 6.36 million miles. The NHTSA says a crash occurs approximately every 702,000 miles.
Tesla also offers its own in-house insurance program, which is currently offered in twelve states so far. The company is attempting to enter more areas of the U.S., with recent filings indicating the company wants to enter Florida and offer insurance to drivers in that state.
Tesla hints toward Premium Robotaxi offering with Model S testing
Rivian unveils self-driving chip and autonomy plans to compete with Tesla
