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Scaling Tesla Service Centers with Production
In a high tech startup, small or large, the effectiveness in which the business can scale is crucial to its success. Tesla has been known for its world class customer service, which it undoubtedly has, but recent experiences with replacing a Tesla 12V battery here in New England has me asking the question, can Tesla service scale at a rate to match its production?
The Early Days
Tesla service centers are going above and beyond when it comes to customer service. Some of this is to account for early design and quality challenges with the Model S, but also to make up for the limited number of service centers that are available. Either way, Tesla has done a stellar job with customer satisfaction up until this point. For the second year in a row Tesla has topped Consumer Reports satisfaction index.
But as new Model S owners continue to hear about Tesla’s world-class customer service by word of mouth and through mass media, the expectations are set to an extremely high level that service centers will need to deliver against. As Tesla Motors continues to focus its efforts on production and scaling the Supercharger network, they’ll need to ensure that Service Centers scale at a rate to match the growing customer base.
My Tesla Service Center Experiences
There hasn’t been much to service on my Model S other than a tire rotation thanks to the marvels of its simple design. However, my experiences in dealing with a busy Tesla Service Center led me to believe that they’d rather I have went somewhere else for the tire rotation than to have it performed at their facility.
Generally when I need to take my ICE cars in for service the most I have to wait is 1-2 days. My most recent experience with fixing 12V battery issue through the Tesla Service Center here in New England took nearly 2 weeks. Admittedly, some of that was due to poor weather and a holiday in between but there were still seven business days where the service center was too overloaded to get me in within the usual 1-2 days.
From talking to other Tesla owners it sounds like service experiences can be a mixed bag of results depending on where you live. One Model S owner based out of California, reported a similar issue with the 12V battery but managed to receive a call back within 15 minutes and later booked for service the following day. As for me? It took several phone calls, two emails and almost an entire business day gone before I was able to get schedule an appointment. The actual service that the Tesla technicians performed was excellent, but the scheduling process was abysmal.
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When the day of service finally arrived, I told the Tesla technician that it was fine to pick up the Model S from my work place and bring it back that same day since they didn’t have a loaner available. The technician arrived by Uber promptly at 10:30am, jotted down some notes and then drove away in my car. The service department had promised to have it back by 3:30pm but in reality I got the vehicle back at 7pm. Fortunately I had no other plans that evening.
Scaling Tesla Service Centers
There was one Tesla Service Center serving all points north of Connecticut on the East Coast at the time when I purchase my Model S. The local Tesla Store had mentioned that they sold nine hundred Model S’ in this area alone and this was over a half a year ago. Today there is still only a single service center supporting the entire area but with many more Teslas on the road.
A second Tesla Service Center is planned for Dedham, MA but is not online yet. What I find interesting is the fact that both service centers are geographically close to one another which doesn’t seem to make a lot of sense to me.
This is a lot of area to cover for a single or even two service centers. Given the distances involved in covering such a large area, the technicians are running all over New England to pick up or service cars which just doesn’t scale well.
Summary
I believe that Tesla has fallen behind in scaling its service centers supporting the Model S roll out, at least when it comes to the New England area and likely overseas. It’ll be crucial for Tesla to start keeping a closer eye on service center response times and volume of service, if not already.
In addition to monitoring real-time growth of the Supercharging network Tesla owners should also be watching the rate in which Tesla Service Centers are being deployed.
News
Tesla adds new feature that will be great for crowded parking situations
This is the most recent iteration of the app and was priming owners for the slowly-released Holiday Update.
Tesla has added a new feature that will be great for crowded parking lots, congested parking garages, or other confusing times when you cannot seem to pinpoint where your car went.
Tesla has added a new Vehicle Locator feature to the Tesla App with App Update v4.51.5.
This is the most recent iteration of the app and was priming owners for the slowly-released Holiday Update.
While there are several new features, which we will reveal later in this article, perhaps one of the coolest is that of the Vehicle Locator, which will now point you in the direction of your car using a directional arrow on the home screen. This is similar to what Apple uses to find devices:
Interesting. The location arrow in the Tesla app now points to your car when you’re nearby. pic.twitter.com/b0yjmwwzxN
— Whole Mars Catalog (@wholemars) December 7, 2025
In real time, the arrow gives an accurate depiction of which direction you should walk in to find your car. This seems extremely helpful in large parking lots or unfamiliar shopping centers.
Getting to your car after a sporting event is an event all in itself; this feature will undoubtedly help with it:
The nice little touch that Tesla have put in the app – continuous tracking of your vehicle location relative to you.
There’s people reporting dizziness testing this.
To those I say… try spinning your phone instead. 😉 pic.twitter.com/BAYmJ3mzzD
— Some UK Tesla Guy (UnSupervised…) (@SomeUKTeslaGuy) December 8, 2025
Tesla’s previous app versions revealed the address at which you could locate your car, which was great if you parked on the street in a city setting. It was also possible to use the map within the app to locate your car.
However, this new feature gives a more definitive location for your car and helps with the navigation to it, instead of potentially walking randomly.
It also reveals the distance you are from your car, which is a big plus.
Along with this new addition, Tesla added Photobooth features, Dog Mode Live Activity, Custom Wraps and Tints for Colorizer, and Dashcam Clip details.
🚨 Tesla App v4.51.5 looks to be preparing for the Holiday Update pic.twitter.com/ztts8poV82
— TESLARATI (@Teslarati) December 8, 2025
All in all, this App update was pretty robust.
Tesla CEO Elon Musk shaded Waymo in a post on X on Wednesday, stating the company “never really had a chance” and that it “will be obvious in hindsight.”
Tesla and Waymo are the two primary contributors to the self-driving efforts in the United States, with both operating driverless ride-hailing services in the country. Tesla does have a Safety Monitor present in its vehicles in Austin, Texas, and someone in the driver’s seat in its Bay Area operation.
Musk says the Austin operation will be completely void of any Safety Monitors by the end of the year.
🚨 Tesla vs. Waymo Geofence in Austin https://t.co/A6ffPtp5xv pic.twitter.com/mrnL0YNSn4
— TESLARATI (@Teslarati) December 10, 2025
With the two companies being the main members of the driverless movement in the U.S., there is certainly a rivalry. The two have sparred back and forth with their geofences, or service areas, in both Austin and the Bay Area.
While that is a metric for comparison now, ultimately, it will not matter in the coming years, as the two companies will likely operate in a similar fashion.
Waymo has geared its business toward larger cities, and Tesla has said that its self-driving efforts will expand to every single one of its vehicles in any location globally. This is where the true difference between the two lies, along with the fact that Tesla uses its own vehicles, while Waymo has several models in its lineup from different manufacturers.
The two also have different ideas on how to solve self-driving, as Tesla uses a vision-only approach. Waymo relies on several things, including LiDAR, which Musk once called “a fool’s errand.”
This is where Tesla sets itself apart from the competition, and Musk highlighted the company’s position against Waymo.
Jeff Dean, the Chief Scientist for Google DeepMind, said on X:
“I don’t think Tesla has anywhere near the volume of rider-only autonomous miles that Waymo has (96M for Waymo, as of today). The safety data is quite compelling for Waymo, as well.”
Musk replied:
“Waymo never really had a chance against Tesla. This will be obvious in hindsight.”
Waymo never really had a chance against Tesla. This will be obvious in hindsight.
— Elon Musk (@elonmusk) December 10, 2025
Tesla stands to have a much larger fleet of vehicles in the coming years if it chooses to activate Robotaxi services with all passenger vehicles. A simple Over-the-Air update will activate this capability, while Waymo would likely be confined to the vehicles it commissions as Robotaxis.
News
Tesla supplier Samsung preps for AI5 production with latest move
According to a new report from Sedaily, Samsung is accelerating its preparation for U.S. production of the AI5 chips by hiring veteran engineers for its Customer Engineering team.
Tesla supplier Samsung is preparing to manufacture the AI5 chip, which will launch the company’s self-driving efforts even further, with its latest move.
According to a new report from Sedaily, Samsung is accelerating its preparation for U.S. production of the AI5 chips by hiring veteran engineers for its Customer Engineering team, which will help resolve complex foundry challenges, stabilize production and yields, and ensure manufacturing goes smoothly for the new project.
The hiring push signals that Tesla’s AI5 project is moving forward quickly at Samsung, which was one of two suppliers to win a contract order from the world’s leading EV maker.
🚨🚨 FIRST LOOK at Tesla’s AI5 chip, which will be available in late 2026 or early 2027 pic.twitter.com/aLomUuifhT
— TESLARATI (@Teslarati) November 6, 2025
TSMC is the other. TSMC is using its 3nm process, reportedly, while Samsung will do a 2nm as a litmus test for the process.
The different versions are due to the fact that “they translate designs to physical form differently,” CEO Elon Musk said recently. The goal is for the two to operate identically, obviously, which is a challenge.
Some might remember Apple’s A9 “Chipgate” saga, which found that the chips differed in performance because of different manufacturers.
The AI5 chip is Tesla’s next-generation hardware chip for its self-driving program, but it will also contribute to the Optimus program and other AI-driven features in both vehicles and other projects. Currently, Tesla utilizes AI4, formerly known as HW4 or Hardware 4, in its vehicles.
Tesla teases new AI5 chip that will revolutionize self-driving
AI5 is specialized for use by Tesla as it will work in conjunction with the company’s Neural Networks, focusing on real-time inference to make safe and logical decisions during operation.
Musk said it was an “amazing design” and an “immense jump” from Tesla’s current AI4 chip. It will be roughly 40 times faster, and have 8 times the raw compute, with 9 times the memory capacity. It is also expected to be three times as efficient per watt as AI4.
“We’re going to focus TSMC and Samsung, initially, on AI5. The AI5 chip, design by Tesla, it’s an amazing design. I’ve spent almost every weekend for the last few months with the chip team working on AI5.”
It will be 40x better than the AI4 chip, Musk says.
— TESLARATI (@Teslarati) October 22, 2025
AI5 will make its way into “maybe a small number of units” next year, Musk confirmed. However, it will not make its way to high-volume production until 2027. AI5 is not the last step, either, as Musk has already confirmed AI6 would likely enter production in mid-2028.
Tesla adds new feature that will be great for crowded parking situations
Tesla CEO Elon Musk shades Waymo: ‘Never really had a chance’
