How Tesla insurance determines 'good' drivers for FSD Beta

September 20, 2021

By Henry Farkas

Those of us who paid for Full Self-Driving but who were not included in the initial test groups, Tesla employees and carefully selected customers, will get access to the BUTTON on Friday, September 24th.

But the BUTTON doesn't mean that you will be added to the widened group of beta testers. You have to earn it. Here's how.

This article is likely of interest only to people who paid for FSD, are in the US and who want to volunteer to teach the computer how to drive. I want to stress that this is a volunteer job. You won't earn a penny for doing this.

Pushing the button is not enough. You have to agree to allow Tesla insurance to absorb data from your driving for a week. Then Tesla will decide if it wants you in the expanded group of beta testers.

Remember, becoming a beta tester doesn't mean that your car can drive itself without your intervention. Quite the reverse. Tesla is looking for volunteers who will teach the neural network how to drive like a professional chauffeur. That's professional chauffeur, not professional race car driver.

Factors Tesla Insurance Uses

Luckily for us, a while back Reddit user /u/Callump01 reverse engineered the Tesla app to determine exactly which events Tesla uses when determining a driver's safety rating.

Callump01 was able to determine that Tesla uses these metrics when determining a driver's premium:

ABS Activation - Number of times ABS is activated
Hours Driven - Average daily driving time
Forced Autopilot Disengagements - Number of times Autopilot is disabled due to ignored alerts
Forward Collision Warnings - Number of times car detects a potential forward collision
Unsafe Following Time - Portion of time spent at an unsafe following distance
Intensity of Acceleration and Braking - Speed variance due to extreme acceleration and braking. Shown on a scale from 0-10 as measured against Tesla's internal fleet.

So here's what to do during the week where you are being evaluated by the insurance software.

Drive places. If your car is parked all the time, the software won't be able to assess your driving skill.

Engage FSD whenever possible. Tesla will want to recruit volunteers who are actually interested in using FSD. Elon Musk has said that someone who uses Autopilot would fall into the “good" category.

Drive on city streets and country roads. Autopilot is already pretty good at driving on limited access highways.

Don't accelerate aggressively unless you must do so to avoid a crash. Insurance algorithms don't like aggressive drivers.

Reduce ABS Usage

Focus far ahead. One of the statistics that is kept is the number of times ABS was activated. Reducing this number shows less aggressive driving. If you see that you are going to have to stop for a light or a stop sign, tap the brake to go out of FSD so you can slow down with regenerative braking. Insurance algorithms don't like aggressive braking, and, unfortunately, Tesla FSD, waits too long to slow down for signals and stop signs. Then it brakes aggressively. So using FSD to come to a stop will hurt your score.

Don't Accelerate Too Quickly

Don't speed very much. The Tesla insurance algorithm will look at your intensity of acceleration in addition to braking. Sometimes, you have to go faster than the posted speed limit in order to keep up with traffic. If you are in a situation where all the traffic is going faster than the posted speed limit, then you can speed up a bit, but try to stay as close to the speed limit as you can without blocking traffic. Remember, if you have to speed, keep up with the slower speeders, not the faster speeders.

If the car is braking for no apparent reason, phantom braking, use the accelerator to move the car along.

If you are approaching a sharp curve there are two things you need to think about. Without the beta version of FSD, some curves are too sharp, and standard FSD will stop working in the middle of the curve. I've experienced this at certain curves in my area. If this happens, it will lower your score. So the two things to do are, first, lower your speed before the curve by tapping the brake, and second, steer the car around the curve yourself before re-engaging FSD.

When you're using Autopilot, pay attention to the alerts. Tesla will track the number of times that Autopilot has been disengaged.

Keep Your Distance

You'll also want to pay close attention to objects in front of your. Tesla will be looking at the number of times Forward Collision Warnings have gone off.

Use a follow distance greater than one or two. Another metric that Tesla insurance uses to measure how safe someone is driving is by their follow distance. If someone follows too closely for long periods of time, this will lower their Tesla insurance rating as well.

Obey traffic rules whenever possible. Yield the right of way when you don't have the right of way. Take the right of way when you do have it, but don't crash just because you are entitled to the right of way.

Be careful to yield to pedestrians and bicyclists. Even if you have the right of way, it will mess up your day if you hit a pedestrian or a bicyclist. And you won't get to be a beta tester for FSD.

After you activate the button on September 24th the Tesla insurance calculator will show your rating in real-time so that you can tell how you're driving and can adjust accordingly. It'll also provide additional details on what is rated a “good" driver.

Tesla insurance calculator will show status in real-time & tell you what actions are needed to be rated “good driver"
— Elon Musk (@elonmusk) September 20, 2021

The button will be available this Friday, presumably in your car. Stay tuned for more details. Tesla FSD Beta 10.1 which is set be released on October 1st, will introduce new features such as merged NNs for highway and city driving, as well as the ability to go in reverse.

Tesla Expected to Offer FSD Transfers in Europe

July 15, 2025

By Karan Singh

Not a Tesla App

It has been a long wait for FSD for European customers, many of whom paid for the feature years ago on now legacy hardware. While the FSD transfer program has come and gone multiple times, there’s something to be said about having it available in North America, where it can be used, and in Europe or other countries, where it still just remains the same as Enhanced Autopilot (differences between Autopilot, EAP, and FSD).

FSD Transfer is a nice goodwill gesture from Tesla that in theory doesn’t cost them anything. Instead, it keeps customers, especially those who have been waiting for years, loyal and happy. It also incentivizes them to upgrade to a newer Tesla with HW4, where FSD will hopefully be achieved.

In a reply to a post on X, Elon agreed with the suggestion that offering FSD transfers in Europe would be a fair solution for those who have already purchased FSD but can’t use its capabilities.

Sounds fair
— Elon Musk (@elonmusk) July 13, 2025

A Fair Solution

FSD Transfer directly addresses a growing concern for many long-term European Tesla owners. Thousands of customers purchased the full package, often many years ago, with the expectation that FSD would eventually be capable and approved for use. However, the reality is that FSD, even as an advanced driver assistance system (ADAS), continues to be pushed back in Europe.

As the regulatory process continues at a snail's pace, many of these early supporters are now reaching or have already passed the point where they’re ready to upgrade to a new Tesla.

Without the transfer program, it's a difficult choice: either throw away your original investment in FSD and pay for the package a second time (FSD price history), or subscribe to it in the future.

Offering FSD transfers is a good way for Tesla to meet them halfway. It's a difficult situation, and one that’s being hindered by processes beyond the control of both the customer and Tesla. However, a transfer helps both parties. Tesla sells another vehicle, and the customer gets to keep FSD.

When Will it Be Available?

Based on how FSD transfers have worked in the past following Elon’s announcements, this feature is likely to become available for a limited time period in the coming days or weeks. If it happens, we should expect an announcement from Tesla Europe on X and emails being sent out to Tesla customers.

Once the program is in place, all you need to do is complete your vehicle purchase and then inform your Tesla sales advisor that you’d like to transfer FSD. You don’t even have to sell or trade in your old Tesla; FSD will simply be removed from it as a feature.

Hopefully, Tesla enables FSD Transfers for everyone, regardless of region. It should be an ongoing offer until at least FSD is approved in the given country or region.

Tesla Increases Robotaxi Fare Fee, Up from $4.20

July 15, 2025

By Karan Singh

Not a Tesla App

The introductory price for Tesla’s Robotaxi Network has finally been updated. In a post on X, Elon Musk confirmed that the new fare would be rolling out to complement the new Robotaxi geofence expansion.

This change marks the first adjustment to Tesla’s fares since the initial $4.20 launch price 23 days ago. While the price increase may seem significant in terms of percentages, when compared to other options in the ride-hailing area, it is still drastically cheaper.

But the price is now a princely $6.90, as foretold in the prophecy 😂
— Elon Musk (@elonmusk) July 14, 2025

Context Matters

Robotaxi currently operates on a simple, flat-rate model. The new $6.90 fare gets you a ride to anywhere within the recently expanded geofence.

So far, this is the opposite approach compared to other services, such as Waymo or traditional ride-sharing options like Uber and Lyft. All these services use dynamic pricing based on distance, time of day, and demand. A comparable trip on any one of these services could cost anywhere from $30 to $65, and potentially even higher during peak hours.

That doesn’t even include the tip fees for human drivers either - another win for Robotaxi (can you tip a Robotaxi?).

Even with the adjustment, the flat $6.90 fare remains less than half the price of a typical competing ride, making Robotaxi the most affordable point-to-point transportation option in Austin, aside from mass transit, for now.

A “Maturing” Service

The price change, moving from one meme-worthy number to another, is a sign that Robotaxi is finally graduating from its initial pilot phase. Following the first major expansion of the service area, this adjustment is a logical next step towards finding a more sustainable flat price.

While the new fare is a 65% increase over the old fare, the key takeaway is that it is still far cheaper than other options, and still just as meme-worthy. Tesla is aiming to have its early access riders complete as many rides as possible during these early months, and this pricing is still very reflective of that.