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Scaling Tesla Service Centers with Production

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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

12V Battery needs ServiceThere 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.

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

Limited Service Options

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.

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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.

"Rob's passion is technology and gadgets. An engineer by profession and an executive and founder at several high tech startups Rob has a unique view on technology and some strong opinions. When he's not writing about Tesla

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Tesla’s two defunct flagship models are getting a big upgrade

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Tesla’s two recently-defunct flagship models, the Model S and Model X, are getting a big upgrade, according to the company’s Head of AI, Ashok Elluswamy.

Older Hardware 3 Model S and Model X vehicles have been the last major holdouts in Tesla’s Full Self-Driving v14 Lite rollout, and that wait now appears to be ending.

Tesla brings closure to flagship ‘sentimental’ models, Musk confirms

At Tesla’s Cybercab launch, AI chief Ashok Elluswamy told Ryan McCaffrey that he thought the S and X build “was supposed to go out last week.” Evidently, Elluswamy expects the suite to be rolled out to those HW3 Model S and Model X very soon:

Those cars are not the current Model S and Model X, which already ship with Hardware 4. They are the pre-refresh flagships built around Tesla’s older Autopilot computer, often called HW3 or AI3.

Tesla stopped putting that computer in new vehicles years ago, which is why owners treat these S and X cars as a closed generation. Model 3 and Model Y vehicles on the same computer began receiving v14 Lite in late June 2026 and saw a wider North American expansion in July. South Korea followed as an early international market. The S and X versions of the same software never joined that wave.

v14 Lite is Tesla’s way of squeezing the current v14 driving stack onto hardware that cannot run the full AI 4 model. The company describes the process as distillation: behaviors learned on the newer computer, including reinforcement learning and offline models, are compressed so the older chip and cameras can use them as a guide.

Early descriptions put the distilled network at roughly 15 percent of the original size. The result is still supervised Level 2 driving. Tesla has been clear that HW3 cannot support unsupervised Full Self-Driving or robotaxi operation because of memory and bandwidth limits.

The feature list is what made the wait so frustrating for S and X owners, as plenty of new features are to be shipped with it.

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Official notes for the first Lite build, firmware 2026.20.5.1, added parking, unparking, and reversing; arrival options for a parking lot, street, driveway, or curbside; speed profiles that stay available at all times; and start-from-park engagement. Tesla also claimed better handling of merges, forks, pedestrians, traffic lights, and cut-ins, plus fewer false slowdowns and smoother lane centering.

A mid-July follow-on build, 2026.20.6.10, added more of the Hardware 4 interface, including a standalone Self-Driving app and the ability to start a trip from Park without a brake-pedal confirmation.

Elluswamy called that version the one “likely going to wide release.”

That wide release already reached most other HW3 cars in the United States and Canada. International timing still depends on regional validation and regulatory approval. For S and X owners, the remaining work appears to be model-specific validation rather than a new software stack.

There is no official Tesla changelog or build number for those two models yet, only Elluswamy’s offhand timeline. Some HW3 drivers who already have Lite report large gains over v12.6; others have described new indecision or phantom braking. The next test will be whether the same software lands cleanly on the older flagships that have waited the longest.

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This tiny Tesla Cybertruck adjustment has big advantages

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Credit: Wes Morrill | X

Yesterday, we reported on Tesla Cybertruck getting some major adjustments from a manufacturing standpoint in an effort to make the all-electric pickup more cost-effective, more reliable, more serviceable, and more easily produced.

Tesla Cybertruck engineer reveals new changes in ‘constantly evolving’ pickup

One of those changes was the addition of a self-reinforcing polypropylene aero shield that sits underneath the truck. Previously, Tesla utilized aluminum for this, but the self-reinforcing polypropylene was more durable while also being cheaper and lighter.

Tesla has revealed another small change it made to the Cybertruck, and it has to do with the side repeater cameras.

Tesla does not wait for a new model year to improve its vehicles. On September 8, Cybertruck lead engineer Wes Morrill posted side-by-side photos of an updated side repeater camera housing now rolling off the line at Gigafactory Texas.

The triangular camera pod mounted on the front fender looks almost identical at first glance. A closer look reveals a revised contour that uses the air already flowing around the truck to keep the lens clearer in rain and road spray.

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The side repeater cameras sit in an exposed position on the Cybertruck’s angular stainless-steel body.

In wet weather, they readily collect water droplets that can degrade the image Autopilot and Full Self-Driving use for lane changes and blind-spot monitoring. Early production trucks sometimes left owners wiping lenses by hand or accepting temporary restrictions on driver-assistance features.

Tesla has added washers to cameras on certain other models and on Cybercab prototypes, but those active systems add cost, complexity, and extra potential leak points.

The new housing solves the problem with passive geometry. Subtle changes in the surround create localized airflow disturbances as the vehicle moves. Those eddies physically push water droplets away from the optical surface. Morrill called the result “pure vision improvement” achieved at “no cost penalty.” Once the production mold is updated, every subsequent part costs the same as the original.

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The advantages compound quickly. Clearer cameras in rain improve the reliability of driver-assistance features precisely when they are needed most. The design consumes no extra energy and introduces no new failure modes.

New Cybertrucks built after the tooling changeover receive the updated part automatically. Some owners of trucks delivered as late as June 2026 have already confirmed they received the revised housing. Retrofit questions have appeared in replies, and the cameras appear electrically compatible, though Tesla has not announced an official service program.

A few millimeters of reshaped housing will not make headlines the way a new battery pack does, but these changes are incremental and increase the Cybertruck’s effectiveness as a vehicle over time.

This improvement illustrates how Tesla continues to refine the Cybertruck after volume production began. Better wet-weather vision, zero added cost, and no extra hardware add up to a meaningful gain in everyday usability and safety.

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Tesla is rolling out a new FSD version with a massive safety addition

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Credit: Tesla

Tesla is rolling out a new version of its Full Self-Driving suite to some owners that comes with the massive addition of a safety feature.

Tesla is rolling out Automatic Collision Evasion with the 2026.27.6 Software Update, which started rolling out to some vehicles last night. We received the update, along with Full Self-Driving v14.3.9, as well as v14.2 Lite, which has identical release notes as the previous version and seems to have some refinements and improvements in behavior and performance.

However, most of the attention has fallen on the Automatic Collision Evasion feature, which we covered in an article last week.

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The function will activate Full Self-Driving to “try to keep your vehicle safe and then continue driving. It can engage in the following situations while you are driving manually:

  • Scenario 1: A frontal collision is imminent and braking alone may not avoid it.
  • Scenario 2: Your vehicle detects that you are not sufficiently attentive to the road (for example, reaching toward the back seat), or that Full Self-Driving (Supervised) may have been unintentionally disengaged.”

Essentially, FSD will take over when the vehicle determines you are not paying sufficient attention or are heading toward a potential collision. The addition of this feature is incredibly useful as distracted driving is a major issue in today’s world.

Along with the new safety feature is Tesla FSD v14.3.9, which has no additional release notes compared to the previous version, but in my first drives, my first impression is that operation is great, and parking is still sort of a pain point.

Additionally, Tesla v14.2. Lite has arrived. A great review of that is available here:

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The addition of an Automatic Collision Evasion feature is similar to that of other collision avoidance systems that are used by companies like Hyundai, Kia, and Genesis. These programs typically utilize radar and camera sensors to apply emergency brakes autonomously, though evasive steering in a manual driving mode is pioneered primarily by Tesla’s newest addition.

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