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A Tesla is greener than you think and getting greener – a look at manufacturing

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An electric vehicle is more than just a new form of technology.  It’s part of a shift in our entire way of life.  From a consumables based civilization to a renewable one.  My last article focused on the environmental benefits of driving an electric vehicle, but what about manufacturing?  Is it also sustainable?

One of the main themes from my previous article is that the data surrounding electric vehicles has been quickly changing.  Our electricity grid is getting greener, batteries are increasing in energy density, and costs are falling.  This rapid advancement is the reason for many misconceptions about electric vehicles and it holds true of manufacturing as well.  This article dives into the manufacturing impact, to give you a better feel for its significance, and show how much better it can get.

First though I want to be clear, an electric vehicle is without a doubt the better environmental choice.  To get a good snapshot of this just take a look at the lifecycle greenhouse gas emissions in the graph below.  These emissions include everything from raw material extraction, to vehicle manufacturing, through operation, and finally to end of life.  It’s clear that the reductions from driving far exceed any emissions from vehicle production.  The savings are huge.

*Based on 180,000 miles of lifetime driving of a large electric sedan (85kWh), batteries manufactured in China, vehicles made in Germany or USA, IPCC median data of lifecycle emissions factors for electricity sources, 2016 electricity source mix from Canada and the USA for EV charging, and EPA data for a 26 mpg vehicle.

But what is the manufacturing based on you say?  A fair question.  Manufacturing emissions depend on many factors like: which materials are used, the source of those materials, technologies incorporated into the manufacturing processes, material transportation needs, and the type of energy used at each stage of production.  The manufacturing data in the graph above is based on batteries produced on a carbon intensive grid (like China) with final vehicle assembly in Germany or the US.  For a large 85kWh Tesla battery weighing around 550 kg, the battery would account for 6 tons of greenhouse gas emissions.  I’ve seen this as the typical scenario in many research papers but with electricity grids getting cleaner every year the data quickly falls out of date.  Still, it serves as a good baseline scenario.  You may have seen higher numbers reported elsewhere, but frankly they are based on old data and often use the poor metric of kgCO2e/kWh, which doesn’t hold true as energy density rapidly improves.  A better metric is kgCO2e/kg of battery but even that must be continually updated.

What may not be immediately clear from the graph, is that the savings from driving an electric vehicle will very quickly payback the emissions from manufacturing the entire vehicle.  In Canada the payback would occur after about 55,000 kms, and the USA at 77,000 kms.  So, if you’re already driving, the most environmentally friendly thing you can do is replace your combustion vehicle with an electric vehicle today!

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That’s great…..but can we do better?

Remember that the blue bar in the graph assumes batteries are made in China and the vehicles are made in Germany or the USA.  Not exactly low carbon electricity grids.  It’s also based on studies using electricity data already a few years old and doesn’t account for the specific manufacturing facilities that are already better than the average electricity grids in those countries. Many manufacturers have also incorporated on site renewable energy and better recycling practices.

Manufacturer Highlights

  • Tesla currently manufacturers vehicles in California and batteries in Nevada. The Nevada battery Gigafactory will be 100% renewably powered with a 70MW solar array and have on site recycling.  The Freemont California grid is actually already very clean with 70% from non-fossil fuels (which partially explains the lack of solar there).
  • Chevy’s Bolt is manufactured by GM in Michigan.  54% of the facility’s energy comes from a combination of a 350kW solar array and landfill gas. The batteries are made by LG batteries in Holland Michigan, predominately powered by a natural gas power plant.  There is no solar integration in that LG facility but satellite imagery appears to show solar installed on some of their international facilities (oddly this is not mentioned in their sustainability reports). GM also has a plan to use 100% renewable energy by 2050 but that’s almost meaningless because almost everything should be 100% renewably powered by then or we’re going to be in big trouble.
  • The Ford Focus EV is also made in Michigan factory which incorporates a 500kW solar array. Their batteries are also made by LG.
  • Nissan has a solar array on the Leaf factory in Japan, but they don’t have one on the USA factory. Their batteries are also made by LG.

That’s a good look at today but manufacturers will continue to improve.  In fact that’s a recurring theme in all my research, that what was true 5 years ago for electric vehicles is not the reality today and that in turn won’t be representative of the future.  Electricity is getting cleaner, cars are getting lighter, recycling is improving, and batteries are becoming more energy dense.  All of this makes manufacturing an EV more sustainable.  The big question is how quickly and how much can they improve?

There are a variety of papers published on how individual factors can benefit the sustainability of electric vehicle manufacturing.  What I’ve done is combine the impacts, as graphed below.  The key takeaway from the graph is that Tesla, and possible others, are making EVs with low embodied manufacturing emissions and that this will only improve as time goes on.

The graph compares the emissions from conventional manufacturing practices for a large combustion sedan and a large EV sedan, and then compares that to sustainability leaders like Tesla today, in 2020, and then into the future. Please remember this is representative data based on many research reports, manufacturing practices, battery density forecasts, some estimations of future conditions, and some interpolation of data.  

 

How are these results achieved?

1: Selecting Clean Electricity Sources

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Electricity is used extensively to produce both the materials used in vehicles and the assembled vehicles themselves, but there’s a huge variation in how ‘clean’ electricity grids are.  China, Germany, and Michigan, are all locations big on vehicle manufacturing.  China also has a huge chunk of the world’s battery production and will continue to do so.  By 2020, worldwide production capacity is expected to expand five-fold, with China and South Korea producing 75% of world’s batteries.

In China coal use is down but still accounts for over 60% of electricity production, while in the USA it’s been dropping even faster, now at 30%.  Germany, South Korea, and Michigan still get about 40% of their electricity from coal.  Coal is a dirty fuel and manufacturers should avoid it to improve their sustainability.  Then there’s the issue of climate change, driven by greenhouse gas emissions.  Even though natural gas is cleaner to burn than coal, it still creates a lot of greenhouse gas and is responsible for significant methane leaks. For comparison purposes I’ve graphed the greenhouse gas emissions factors for relevant electricity grids and highlighted some specific manufacturer information to account for on-site renewable energy.  It makes for an interesting comparison, showing that both the Chevy Bolt and Tesla facilities use electricity sources far greener than even their state grids.

Why is coal considered dirty? Consider that natural gas produces approximately 50% less GHG emissions than coal, 99% less SOx, 90% less NOx, and 99% less particulates.

 

Data uses IPCC median emissions factors for electricity sources, not emission data from the individual plants or regions.  It’s important to recognize that many of the components are not made by GM or Tesla at the facilities noted (i.e. airbags, engine blocks, etc). Electricity contributes 29% of the greenhouse gas emissions in the USA and industry is responsible for 21%. That means there’s a lot of room for manufacturing to go green with low-carbon electricity.

Look at the Gigafactory in 2020, what a difference a green electron makes!  A recent study from the Norwegian University of Science and Technology found that using renewable electricity could drop production emissions by more than half.  That’s for an entire Tesla Model S sized vehicle.  With Tesla on the verge of expanding their manufacturing into China, it would be both surprising and disappointing if they didn’t make all new factories 100% renewably powered.  It is the new benchmark that they themselves have set for sustainable manufacturing.

2: Light-weighting

You may have noticed a lot of manufacturers using more aluminum in their vehicles.  There’s good reason for this.  An aluminum body can be 40% lighter than a steel body, according to Audi, and Tesla’s Model S and X use aluminum exclusively in their construction.  The push for longer range EVs is resulting in a push for lighter weight vehicles that use less materials. That’s great for the environment.

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3: Longer Lasting Cars and Materials

Electric vehicles will last longer than conventional combustion cars today.  Aluminum doesn’t rust, electric cars have far fewer moving parts to wear out and few disposable fluids to maintain, and the vehicles get over-the-air updates.  But eventually they will wear-out, and this is where recycling comes in.

Tesla Gigafactory flyover March, 2017 [Source: NMGroup]

 

4: Recycling

Today material recovery rates for steel and aluminum in vehicles are very high, at about 90%.  For aluminum this is a big deal because recycled aluminum uses only 5% of the electricity for processing, compared to processing from raw materials.  I reached out to Tesla to get information on how much recycled content they use and where their aluminum comes from but they’ve yet to get back to me.

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Batteries also benefit from recycling as they are composed mostly of valuable metals like aluminum, copper, nickel, cobalt, and lithium (there’s also the graphite anode to consider).  Studies indicate a possible 50% reduction in total battery emissions from recycling.  Tesla’s current battery recycler in Europe, Umicore, states that through their recycling they can already recover 70% of the GHG emissions that were produced during the original material extraction and refining stages.  Large scale lithium-ion battery recycling won’t be needed for several years.  Batteries today are expected to last a decade or more and that is continually improving.  Just recently Tesla’s battery research division achieved a doubling of battery lifespans for NMC batteries used in their energy storage (their cars use the NCA chemistry).  That was just one year into their work.

Imagine a vehicle that was produced entirely from recycled materials using 100% renewable energy, powered by renewable energy, driving quietly down the road with zero pollution.  That’s the future.  A truly closed loop, because once the materials are extracted, they can be used again and again.  It’s not like gasoline which is used only once.

5: Ethical and local sourcing

The results discussed so far have included the emissions from extracting and processing materials, but what about the ethical and moral considerations?  Ensuring that vehicles are produced ethically should be required of every manufacturer.  Most of the manufacturers have ethical material sourcing reports, to varying degrees of diligence, and some is mandated of publicly traded companies.  Tesla has also reaffirmed their commitment to ethically and locally sourced materials, on a number of occasions.

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“Imagine a vehicle that was produced entirely from recycled materials using 100% renewable energy, powered by renewable energy, driving quietly down the road with zero pollution.  That’s the future.”

Cobalt and graphite are potentially two of the biggest issues right now.  Today 65% of the world’s cobalt comes from the Democratic Republic of Congo and most of the flake natural graphite is coming from China.  Using less of these contentious materials is a good place to start.  The NCA battery chemistry used by Tesla/Panasonic requires far less cobalt than the NMC chemistry commonly used by other manufacturers.  They have also committed to sourcing cobalt from non-conflict zones.  Canada seems to have a role to play here.  Canada sits third in world production of cobalt and third in nickel production.  It’s not a coincidence as cobalt is often the byproduct of nickel production.  For graphite Tesla has previously stated that artificially produced graphite from Europe may be used and there are other anode materials in development.

Lithium is probably the most discussed material but accounts for ~10% of the battery by weight.  It is overwhelmingly extracted from salt brines, pumped from under dried up salt flats in politically stable countries.  It’s a pretty clean process but I do have issue with the evaporation process, as it depletes groundwater aquifers.  Thankfully there are companies working to create new processes that don’t rely on evaporation to concentrate the minerals.  But even with current methods, extracting a recyclable material like lithium has to be better than fracking for a consumable product like oil.

Conclusion:

Manufacturing electric vehicles today is comparable to or better than a combustion vehicle.  This will only get better, especially if it’s something customers care about.  It’s time to look beyond operational benefits and pay attention to which manufacturers are sustainability leaders.  Vote with your dollars and call on manufacturers to make positive changes.

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Tesla is undoubtedly one of the leaders.  They are using clean electricity in their production today and their massive battery Gigafactory will be 100% renewably powered once complete.  Their batteries have a low environmental impact relative to their peers due to the material composition, high energy densities, and clean electricity used in production.  They are also have good recycling practices and will improve that with on-site battery recycling in the future.   Their cars are long lasting, made of lightweight materials, and they have a good material sourcing strategy.  If they can continue to be leaders in this way and push the industry forward, it may just transform all of manufacturing.   That’s not to say Tesla is the only one.  There are other manufacturers doing some of these good things, but no one seems to be as thorough or have the complete vision of the best possible future like Tesla does.   But hey, if those other manufacturers can prove me wrong, all the better.

 

As an engineer working to improve sustainability and energy use, I have a passion for renewables, research, and data analytics. I'm based out of Toronto Ontario and you can contact me on LinkedIn or Twitter.

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Elon Musk

Why SpaceX just made a $60 billion bet on AI coding ahead of historic IPO

SpaceX has secured an option to acquire Cursor AI for $60 billion ahead of its historic IPO.

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SpaceX announced today it has struck a deal with AI coding startup Cursor, securing the option to acquire the company outright for $60 billion later this year, while committing $10 billion for joint development work in the interim. The announcement described the partnership as building “the world’s best coding and knowledge work AI,” and comes just days after Cursor was separately reported to be raising $2 billion at a valuation above $50 billion.

The move makes strategic sense given where each company currently stands. Cursor currently pays retail prices to Anthropic and OpenAI to the same companies competing directly against it with Claude Code and Codex. That means every dollar of revenue Cursor earns partially funds its own competition. With SpaceX bringing computational infrastructure to the Cursor platform, that could reduce Cursor’s dependence on OpenAI and Anthropic’s Claude AI as its providers. Access to SpaceX’s Colossus supercomputer, with compute equivalent to one million Nvidia H100 chips, gives Cursor the infrastructure to run and train its own models at a scale it could never afford independently. That one change restructures the entire unit economics of the business.

Elon Musk teases crazy outlook for xAI against its competitors

Cursor’s $2 billion in annualized revenue and enterprise reach across more than half of Fortune 500 companies gives SpaceX something its xAI subsidiary currently lacks, which is a proven, fast-growing software business with real enterprise distribution.

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For Cursor, SpaceX’s $10 billion in joint development funding is transformational. Cursor raised $3.3 billion across all of 2025 to reach that $2 billion in revenue. A single $10 billion commitment from SpaceX, even as a development payment rather than an acquisition, dwarfs everything Cursor has raised in its entire existence. That capital accelerates product development, enterprise sales infrastructure, and proprietary model training simultaneously.

The timing is deliberate. SpaceX filed confidentially with the SEC on April 1, 2026, targeting a June listing at a $1.75 trillion valuation, in what would be the largest public offering in history. The company is expected to begin its roadshow the week of June 8, with Bank of America, Goldman Sachs, JPMorgan, and Morgan Stanley serving as underwriters. Adding Cursor to the portfolio before that roadshow gives IPO investors a concrete enterprise software revenue story to price in, alongside rockets and satellite internet.

The deal also addresses a weakness that became visible after February’s xAI merger. Several xAI co-founders departed following that acquisition, and SpaceX had already hired two Cursor engineers, signaling where its AI talent strategy was heading. Cursor, for its part, faces a pricing disadvantage competing against Anthropic’s Claude Code.

Whether SpaceX exercises the full acquisition option before its IPO or after remains the open question. Either way, this deal reshapes what investors will be buying into when SpaceX goes public.

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Elon Musk

Tesla is sending its humanoid Optimus robot to the Boston Marathon

Tesla’s Optimus robot is heading to the Boston Marathon finish line

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Tesla’s Optimus humanoid robot will be stationed at the Tesla showroom at 888 Boylston Street in Boston, right along the final stretch of the Boston Marathon today, ready to cheer on runners and pose for photos with spectators.

According to a Tesla email shared by content creator Sawyer Merritt on X, Optimus will be at the Boston Boylston Street showroom on April 20, coinciding with Marathon Monday weekend. The Boston Marathon finishes on Boylston Street, and the surrounding area draws hundreds of thousands of spectators along with international broadcast coverage. Placing Optimus there puts it in front of a massive public audience at zero advertising cost.

The Tesla showroom is at 888 Boylston Street, between Gloucester Street and Fairfield Street. The final mile of the marathon runs directly along Boylston Street, with runners passing the big stores before reaching the finish line at Copley Square.

Optimus was first announced at Tesla’s AI Day event on August 19, 2021, when Elon Musk presented a vision for a general-purpose robot designed to take on dangerous, repetitive, and unwanted tasks. In March 2026, Optimus appeared at the Appliance and Electronics World Expo in Shanghai, where on-site staff stated that mass production of the robot could begin by the end of 2026. Before that, it showed up at the Tesla Hollywood Diner opening in July 2025 and at a Miami showroom event in December 2025.

Tesla’s well-calculated display of Optimus gives the public a low-pressure first encounter with a robot that Tesla is preparing  to soon deploy at scale. The company has previously indicated plans to manufacture Optimus robots at its Fremont facility at up to 1 million units annually, with an Optimus production line at Gigafactory Texas targeting 10 million units per year.

Tesla showcases Optimus humanoid robot at AWE 2026 in Shanghai

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Musk has said that Optimus “has the potential to be more significant than the vehicle business over time,” and separately that roughly 80 percent of Tesla’s future value will come from the robot program. Whether that holds depends on production execution. For now, Boston gets a preview of what that future looks like, standing at the finish line on Boylston Street while 32,000 runners pass by.

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Elon Musk

Tesla’s golden era is no longer a tagline

Tesla “golden era” teaser video highlights the future of transportation and why car ownership itself may be the next thing to change.

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Tesla Cybercab Golden Era is Here (Credit: Tesla)
Tesla Cybercab Golden Era is Here (Credit: Tesla)

The golden age of autonomous ridesharing is arriving, and Tesla is making sure we can all picture a future that looks like the future. A recent teaser posted to X shows a Cybercab parked outside a home, and with a clear message that your everyday life may soon look like this when the driverless vehicles shows up at your door.

Tesla has begun the rollout of its Robotaxi service across US cities, and the production of its dedicated, fully-autonomous Cybercab vehicle. The first Cybercab rolled off the Giga Texas assembly line on February 17, 2026, with volume production now targeted for this month. Additionally, the Robotaxi service built around it is already running, without human drivers, in US cities.

Tesla Cybercab production ignites with 60 units spotted at Giga Texas

The Cybercab is built without a steering wheel, pedals, or side mirrors, designed from the ground up for unsupervised autonomous operation. Musk described the manufacturing approach as closer to consumer electronics than traditional car production, targeting a cycle time of one unit every ten seconds at full scale.

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Drone footage from April 13, 2026 captured over 50 Cybercab units on the Giga Texas campus, with several clustered near the crash testing facility. Musk has noted that Tesla plans to sell the Cybercab to consumers for under $30,000, and owners will be able to add their vehicles to the Tesla robotaxi network when not in personal use, potentially generating income to offset the vehicle’s purchase cost. That model changes the math on vehicle ownership in a meaningful way, making a car something closer to a depreciating asset that can also earn by paying itself off and generate a profit.

During Tesla’s Q4 earnings call, the company confirmed plans to expand the Robotaxi program to seven new cities in the first half of 2026, including Dallas, Houston, Phoenix, Miami, Orlando, Tampa, and Las Vegas. The service already runs without safety drivers in Austin, and public road testing of the Cybercab has expanded to five states, including California, Texas, New York, Illinois, and Massachusetts.

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