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Tesla’s Safety Score system will be key to in-house insurance’s affordability

Credit: @syncwraps/Instagram

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4 years ago

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Tesla’s Safety Score system may still be in its early stages, but it seems to be a key part of some of the company’s upcoming products. This is particularly true for the Safety Score system, which was recently launched ahead of FSD Beta’s expansion. As observed by Tesla owners who signed up for the company’s in-house insurance in Texas, their rates would be directly tied to their respective Safety Scores. 

This is something that would be expected as Tesla expands its in-house insurance service to other states, and perhaps even abroad. As mentioned by CFO Zachary Kirkhorn during the recently-held Q3 2021 earnings call, insurance costs are generally not the fairest thing in the market, with low-risk owners typically overpaying on their rates to subsidize drivers who were riskier on the road. Kirkhorn explained that the car insurance market, in its current state, uses limited data. Fortunately, data just happens to be one of Tesla’s biggest strengths. 

“We entered the insurance market kind of unintentionally, I would say. Our customers were coming to us, complaining that the price of traditional insurance was too high and it was reducing the affordability of a Tesla… As we started to do more research, essentially, the tools by which the insurance is traditionally calculated are optimized based upon the existing data, but the existing data is limited. So there’s a focus on things like marital status or age or other attributes like that. Accident history is a good one, etc.

“But what essentially happens here is customers who are low risk and don’t actually file many claims end up overpaying on their insurance relative to their cost. That overpayment then goes to riskier customers who are essentially being subsidized. And, you know, as we looked at this and we looked at the data, we thought this just doesn’t seem like it’s fair. At Tesla, because our cars are connected, because they are essentially computers on wheels, there’s enormous amounts of data that we have available to us to be able to assess the attributes of a driver who’s operating that car and whether those attributes correlate with safety because we do get a signal when a car has been in an accident,” the CFO remarked. 

Tesla then proceeded to analyze literally billions of miles of driving history from its fleet, and from this study came a model that was able to predict with decent accuracy the probability of collisions over time. But this was just the beginning. Tesla has learned and is continuing to learn a lot more about its fleet, particularly as the company rolled out its Safety Score system and the FSD Beta Enrollment Program.

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“We have almost 150,000 cars currently using a safety score. And I believe the latest data is over 100 million miles of driving. So we’ve been able to go back and analyze that data. And we’ve learned two things coming from that. The first is that the probability of collision for a customer using a safety score versus not is 30% lower. It’s a pretty big difference. It means that the product is working and customers are responding to it. The second thing that we’ve looked at is what is the probability of collision based upon actual data as a function of a driver safety score.

“And that is aligning with our models. Most notably, if you’re in the top tier of safety compared to lower tiers, there’s multiple X difference in probability of collision based upon actual data. So this is a very new and very exciting frontier for us. I know that was long-winded, but I — we spent a lot of time on this and we put a lot of thought into it… So we’re very excited about it. We’re excited about individual risk-based pricing. We’re excited about the ability for folks to become safer and, as a result, save money. And it feeds into our priority of a company — of building the safest products in the world,” Kirkhorn concluded.

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Simon is an experienced automotive reporter with a passion for electric cars and clean energy. Fascinated by the world envisioned by Elon Musk, he hopes to make it to Mars (at least as a tourist) someday. For stories or tips--or even to just say a simple hello--send a message to his email, simon@teslarati.com or his handle on X, @ResidentSponge.

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Elon Musk

Elon Musk says Tesla Robotaxi launch will force companies to license Full Self-Driving

“The automakers keep being told that this isn’t real or that just buying some hardware from Nvidia will solve it. As Tesla robotaxis become widespread and their other solutions don’t work, they will naturally turn to us.”

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2 hours ago

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June 10, 2025

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Tesla CEO Elon Musk says the automaker’s Robotaxi platform launch later this month will essentially force other companies to license Full Self-Driving to achieve their own goals of achieving autonomy.

Musk’s statement comes as a video captured today showed the first Tesla Robotaxi test mules on public streets in Austin, Texas, just one day after the City officially listed the company as an autonomous vehicle operator.

A prediction by investing YouTube and Tesla community member Dave Lee stated that “at least one automaker by end of year” will license Full Self-Driving from the Musk-led company, as it will give rivals the confidence to use the software to run their own self-driving operations.

Lee detailed his theory by stating that the company that chooses to commit to FSD licensing will not be able to integrate the hardware and sell those units immediately. Instead, it will take two years or so to solve the engineering and design applications.

First Tesla driverless robotaxi spotted in the wild in Austin, TX

Musk revealed his true thoughts on other automakers’ attempts at vehicle autonomy, and said many are being told that Robotaxi is not real or that they can solve their problems with hardware orders to Nvidia.

He went on to say that companies will be forced to turn to Tesla at some point or another, because Robotaxi will be widespread and their solutions to figuring out an effective deployment will prove to be failures:

“The automakers keep being told that this isn’t real or that just buying some hardware from Nvidia will solve it. As Tesla robotaxis become widespread and their other solutions don’t work, they will naturally turn to us.”

Musk has not been shy to respond to speculation regarding the video of the Robotaxi, which was shared on X earlier today. This is perhaps one of the more fiery things he revealed. He seems ultra-confident in what Tesla will prove and achieve in the near future with the launch of the Robotaxi platform.

Many believe it will be rolled out this month. Bloomberg reported recently that Tesla was internally aiming for June 12. The company has not directly responded to these rumors.

Tesla has discussed on several occasions that it is in talks with an automaker about licensing Full Self-Driving, but it has never revealed who. The company first revealed discussions with another automaker in early 2024 when Elon Musk said:

“We’re in conversations with one major automaker regarding licensing FSD. It really just becomes a case of having them use the same cameras and inference computer and licensing our software. Once it becomes obvious that if you don’t have this (FSD) in a car, nobody wants your car. It’s a smart car… The people don’t understand all cars will need to be smart cars, or you will not sell, or nobody would buy it. Once that becomes obvious, I think licensing becomes not optional.”

Tesla confirms it is in talks with major automaker for potential FSD licensing

Many, including us, suspected that Ford was the company that Tesla was speaking of due to Musk’s relationship with Jim Farley, which resulted in the legacy automaker being the first major car company to adopt Tesla’s North American Charging Standard (NACS), which gave them access to the Supercharging Network.

This catalyzed an onslaught of companies choosing to make the same move as Tesla had truly set itself apart in terms of charging infrastructure.

Companies may be forced to make a similar decision if it can make the same type of statement with the rollout of Robotaxi.

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Elon Musk

Tesla CEO Elon Musk reveals new details about Robotaxi rollout

The first Tesla Robotaxi unit was spotted in Austin earlier today, and CEO Elon Musk is revealing some cool new details.

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4 hours ago

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June 10, 2025

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Tesla CEO Elon Musk has revealed new details about the company’s relatively imminent rollout of the Robotaxi platform as the suspected launch date of June 12 continues to near.

Earlier today, the first video showing the first driverless Tesla Robotaxi in Austin was shared on X, just a day after the City officially listed the company as an autonomous vehicle operator on its website. Tesla is listed as a company in the “Testing” phase.

The initial details of the Robotaxi are being revealed by Musk, who is carefully releasing small tidbits that seem to show the capabilities of the entire Tesla fleet, and not necessarily just the vehicles that will be involved in the initial rollout in Austin.

First Tesla driverless robotaxi spotted in the wild in Austin, TX

His first tidbit is one that many Tesla owners and fans will already know: many Teslas are capable of this driveless performance, but Full Self-Driving is not yet refined to the point where the software is quite ready to handle it. Current versions are robust, but not prepared for driverless navigation. The hardware, however, will enable Teslas to be Robotaxis, even if they’re already purchased by owners:

This is one of the biggest advantages Tesla has over other vehicle makers. Simply put, the Over-the-Air software updates that will roll out to FSD users will eventually make their cars into Robotaxis as well.

However, Musk shed some details on the version of FSD that is being run in these new Robotaxis that were spotted. Musk said that the version these Robotaxis are running is a new version, but will soon “merge to main branch.”

There is also an even newer version that has four times the parameters as this newer version that the test-stage Robotaxis are using, but Musk admits that this needs significant refinement before it is released to the public.

As of now, Tesla is simply teasing the actual launch date of the Robotaxi program, but Bloomberg reported earlier this month that it will occur on June 12.

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First Tesla driverless robotaxi spotted in the wild in Austin, TX

The short clip suggests that Tesla may be ramping up its preparations for its robotaxi rollout in Austin.

Published

6 hours ago

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June 10, 2025

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Credit: @TerrapinTerpene/X

A recent video posted on X has provided a first look at Tesla’s driverless robotaxi, which is expected to be deployed in Austin, Texas, this month. The vehicle was a new Tesla Model Y, which was followed by what appeared to be a manned chase car.

The short clip suggests that Tesla may be ramping up its preparations for its robotaxi rollout in Austin.

The First Robotaxi Sighting

It was evident from the short clip that the Tesla robotaxi was operating completely driverless. In the video, which was posted on X by @TerrapinTerpene, the driverless Tesla could be seen confidently making a turn. The vehicle looked and behaved like any other car on the road, save for the fact that there was no one in the driver’s seat.

Interestingly enough, the short video also provided a teaser on where Tesla will place its “robotaxi” logo on its self-driving cars. Based on the video, the robotaxis’ logo will be tastefully placed on the front doors, making the vehicles look sleek and clean.

Initial Rollout Imminent

Recent reports have suggested that Tesla is already starting the testing phase of its robotaxi service in Austin, Texas. Expectations are also high that Tesla’s initial fleet of self-driving vehicles will be utilizing a lot of teleoperation to ensure that they operate as safely as possible.

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Updates to Austin’s official website recently have hinted at Tesla’s robotaxi launch. Just this Monday, Tesla was listed as an autonomous vehicle (AV) operator on Austin’s official Department of Motor Vehicles (DMV). Other AV operators listed on the site are Waymo and Zoox, among others.

Elon Musk, for his part, has noted that by the end of June, the public in Austin should be ready to take rides in Tesla robotaxis without an invitation. He also noted in late May that Tesla has been busy testing driverless cars on Austin’s city streets without any incidents.

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