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Fuel is out. Supply chains are in.

It was not long ago that the combination of “hydrogen” and “automakers” would bring to mind fuel cells, a technology that has already fallen out of favor as buyers flock to electric cars. In its wake, though, green hydrogen is catching the eye of automakers for another reason: It could allow them to decarbonize one of their trickiest supply chains.
In the last two years, major car companies have committed to integrating green or recycled steel, made with hydrogen, into their vehicles. At the forefront of this effort is Volvo, which aims to be the first automaker to use fossil-free steel in its cars. If successful — and, given where the company is in the process, that’s a big if — the Swedish automaker’s efforts could provide a template for how to decarbonize other challenging parts of industrial supply chains.
Steelmaking is responsible for roughly 8% of global energy demand and 2.6 gigatonnes of carbon dioxide emissions per year, a total higher than all of the European Union’s emissions in 2021. Steelmakers use fossil fuels — and especially highly polluting coal — to process iron ore and produce the alloy. At present, there aren’t any surefire paths to reduce these emissions, given how crucial a role steel plays in modern manufacturing.
But green steel has real promise. Hydrogen made using renewable energy can be used to replace coal in steelmaking with near-zero greenhouse gas emissions. The market for green steel is still small, though, in part because there is simply not a lot on offer. In 2019, just 8% of the world’s steel mills had even begun committing to zero-carbon technology, according to the green energy non-profit RMI.
This is largely because the supply of green hydrogen — the ingredient that gives green steel its name and a hot commodity among investors — is itself constrained. Creating the fuel is incredibly energy intensive. To produce 550 million metric tons of green hydrogen annually, the world would need 18 times more solar capacity than it has installed today, according to the Hydrogen Council.
As of 2020, the world demanded 90 million metric tons of hydrogen for refining and industrial applications, which were produced almost entirely by fossil fuels. Of that, just 30,000 metric tons were produced using renewable energy.
For Volvo, the first step of the enormous undertaking of steel decarbonization was to assess the carbon footprint of a car, specifically its first electric vehicle. It found its XC40 Recharge would emit 27 metric tons of carbon dioxide over its lifetime even if it were charged entirely using renewable energy. Of that total, 18% of the materials-related emissions came from the steel used to build the car.
According to Jonas Otterheim, who was until recently the head of climate action for the Swedish automaker (though he is temporarily on leave), this realization drove home that finding suppliers of low- or no-emissions steel would be “critical” to reach the company’s goal of supply chain-wide carbon neutrality by 2040.
Volvo turned to its steel suppliers, namely SSAB, the manufacturer that has long provided the company’s conventional steel. In June 2021, the two partnered to explore developing fossil-free steel for use in its cars as well.
It may seem that substituting green steel for conventional is straightforward, especially given that, per SSAB, “the only difference in the process is that the energy used will be exclusively fossil-free electricity and other fossil-free fuels.” However, with an operation as complicated as auto manufacturing, any material change requires exhaustive testing.
And that’s where Volvo is today. The automaker aims to integrate green steel into its vehicles in 2026, which is when SSAB intends to have its fossil-free plant up and running. In the meantime, Volvo is evaluating “part-by-part” which components of its manufacturing process can safely be replaced with green steel.
“This is [a] very big job over a number of years, before the material can be put into any car,” said Otterheim. The two companies are evaluating whether the switch to green steel will require retooling its plants, which “are built specifically for every car and every material quality we have,” he added.
Otterheim said the deal initially was just exploratory in nature: an opportunity for both companies to explore whether it’s possible to make fossil-free versions of all the different grades of steel that are necessary to build a car, and potentially use it in a concept car.
However, his colleague Stina Klingvall, who is Volvo’s acting head of climate action in Otterheim’s absence, said that things have developed to the point where Volvo is actively starting to prepare to produce components with the new steel.
One promising development has come already from within the Volvo ecosystem. In August 2021, SSAB shipped a batch of green steel made at a pilot plant with renewable electricity and hydrogen to Volvo’s truck-making arm (separate from Volvo Cars), which was then integrated the steel into a dump truck prototype. (SSAB produced this steel under its Hybrit initiative, a collaboration with mining company LKAB and power company Vattenfall.)
One big outstanding question is how much automakers and other green steel buyers will have to pay to use the more sustainable metal.
RMI’s analysis found that hydrogen-based steel production can result in a 20% cost premium, but also that the premium disappears when electricity prices are in the range of $15-$20 per megawatt-hour or lower. This remains out of reach across most of the U.S., though a Lawrence Berkeley National Laboratory study found that the country is on track for solar costing $22 per MWh hour on average by 2035 (down from $34 per MWh in 2020).
Meanwhile, Otterheim said that he hopes that Volvo’s work will “help drive down costs'' to be more in line with the status quo for steel, and that it will push more automakers to make commitments of their own. This represents the most crucial knock-on effect of a single company’s dipping a toe into greener materials: peer pressure.
“Due to the scarcity of these materials over the short-term period, other premium car makers are also starting to act to secure volumes for their supply,” Otterheim said. “The race for such materials is naturally good, creating an even stronger signal to other steel suppliers to follow.”
Volvo may have made the first green steel purchase commitment, but several automaker competitors have followed suit, including BMW and General Motors. While the pool of customers for steel is a big one (and includes the renewables industry), transportation is a particularly big fish in that pool, responsible for 12% of global steel consumption, per the World Steel Association.
When it comes to urging heavy industry to decarbonize, there is strength in numbers. Materials like steel, cement, and chemicals are integral parts of countless other supply chains, which means it’s hard for a single customer to have much sway. As a consequence, heavy industrial companies lack the incentive to innovate, said former New York Times journalist Justin Gillis, who recently published a book on how to push for climate action. There are few market signals “that clean products are going to be favored,” he said.
But some companies are trying to change that dynamic. The First Movers Coalition was formed last year explicitly to create markets for nascent sectors like green steel and carbon dioxide removal. With a market cap of $8.5 trillion between the more than 50 companies involved, their collective pledges to procure climate-friendly products despite the higher price tag offers market certainty. When Ford joined the coalition in May, the company pledged that at least 10% of its steel and aluminum would have near-zero carbon emissions by 2030.
Ultimately, companies that have committed to cleaning up their supply chains have a choice of how to decide to define that supply chain, and how much pressure to put on their suppliers with hard-to-abate emissions.
“How many steps back in the supply chain do you go? The further back you go, the less responsibility any one consumer-facing company can have,” Gillis said. “I do think these companies can play a role by sending market pressure, but they need to be willing to pay a price premium for cleaner supplies or materials.”
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Editor's note: This article was updated at 12:23 pm ET to clarify part of the steelmaking process.
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Citrine Informatics has been applying machine learning to materials discovery for years. Now more advanced models are giving the tech a big boost.
When ChatGPT launched three years ago, it became abundantly clear that the power of generative artificial intelligence had the capacity to extend far beyond clever chatbots. Companies raised huge amounts of funding based on the idea that this new, more powerful AI could solve fundamental problems in science and medicine — design new proteins, discover breakthrough drugs, or invent new battery chemistries.
Citrine Informatics, however, has largely kept its head down. The startup was founded long before the AI boom, back in 2013, with the intention of using simple old machine learning to speed up the development of more advanced, sustainable materials. These days Citrine is doing the same thing, but with neural networks and transformers, the architecture that undergirds the generative AI revolution.
“The technology transition we’re going through right now is pretty massive,” Greg Mulholland, Citrine’s founder and CEO, told me. “But the core underlying goal of the company is still the same: help scientists identify the experiments that will get them to their material outcome as fast as possible.”
Rather than developing its own novel materials, Citrine operates on a software-as-a-service model, selling its platform to companies including Rolls-Royce, EMD Electronics, and chemicals giant LyondellBassell. While a SaaS product may be less glamorous than independently discovering a breakthrough compound that enables something like a room-temperature superconductor or an ultra-high-density battery, Citrine’s approach has already surfaced commercially relevant materials across a variety of sectors, while the boldest promises of generative AI for science remain distant dreams.
“You can think of it as science versus engineering,” Mulholland told me. “A lot of science is being done. Citrine is definitely the best in kind of taking it to the engineering level and coming to a product outcome rather than a scientific discovery.” Citrine has helped to develop everything from bio-based lotion ingredients to replace petrochemical-derived ones, to plastic-free detergents, to more sustainable fire-resistant home insulation, to PFAS-free food packaging, to UV-resistant paints.
On Wednesday, the company unveiled two new platform capabilities that it says will take its approach to the next level. The first is essentially an advanced LLM-powered filing system that organizes and structures unwieldy materials and chemicals datasets from across a company. The second is an AI framework informed by an extensive repository of chemistry, physics, and materials knowledge. It can ingest a company’s existing data, and, even if the overall volume is small, use it to create a list of hundreds of potential new materials optimized for factors such as sustainability, durability, weight, manufacturability, or whatever other outcomes the company is targeting.
The platform is neither purely generative nor purely predictive. Instead, Mulholland explained, companies can choose to use Citrine’s tools “in a more generative mode” if they want to explore broadly and open up the field of possible materials discoveries, or in a more “optimized” mode that stays narrowly focused on the parameters they set. “What we find is you need a healthy blend of the two,” he told me.
The novel compounds the model spits out still need to be synthesized and tested by humans. “What I tell people is, any plane made of materials designed exclusively by Citrine and never tested is not a plane I’m getting on,” Mulholland told me. The goal isn’t to achieve perfection right out of the lab, but rather to optimize the experiments companies end up having to do. “We still need to prove materials in the real world, because the real world will complicate it.”
Indeed it will. For one thing, while AI is capable of churning out millions of hypothetical materials — as a tool developed by Google DeepMind did in 2023 — materials scientists have since shown that many are just variants of known compounds, while others are unstable, unable to be synthesized, or otherwise irrelevant under real world conditions.
Such failures likely stem, in part, from another common limitation of AI models trained solely on publicly available materials and chemicals data: Academic research tends to report only successful outcomes, omitting data on what didn’t work and which compounds weren’t viable. That can lead models to be overly optimistic about the magnitude and potential of possible materials solutions and generate unrealistic “discoveries” that may have already been tested and rejected.
Because Citrine’s platform is deployed within customer organizations, it can largely sidestep this problem by tuning its model on niche, proprietary datasets. These datasets are small when compared with the vast public repositories used to train Citrine’s base model, but the granular information they contain about prior experiments — both successes and failures — has proven critical to bringing new discoveries to market.
While the holy grail for materials science may be a model trained on all the world’s relevant data — public and private, positive and negative — at this point that’s just a fantasy, one of Citrine’s investors, Mark Cupta of Prelude Ventures, told me over email. “It’s hard to get buy-in from the entire material development world to make an open-source model that pulls in data from across the field.”
Citrine’s last raise, which Prelude co-led, came at the very beginning of 2023, as the AI wave was still gathering momentum. But Mulholland said there’s no rush to raise additional capital — in fact, he expects Citrine to turn a profit in the next year or so.
That milestone would strongly validate the company’s strategy, which banks on steady revenue from its subscription-based model to compensate for the fact that it doesn’t own the intellectual property for the materials it helps develop. While Mulholland told me that many players in this space are trying to “invent new materials and patent them and try to sell them like drugs,” Citriene is able to “invent things much more quickly, in a more realistic way than the pie in the sky, hoping for a Nobel Prize [approach].”
Citrines is also careful to assure that its model accounts for real world constraints such as regulations and production bottlenecks. Say a materials company is creating an aluminum alloy for an automaker, Mulholland explained — it might be critical to stay within certain elemental bounds. If the company were to add in novel elements, the automaker would likely want to put its new compound through a rigorous testing process, which would be annoying if it’s looking to get to market as quickly as possible. Better, perhaps, to tinker around the edges of what’s well understood.
In fact, Mulholland told me it’s often these marginal improvements that initially bring customers into the fold, convincing them that this whole AI-for-materials thing is more than just hype. “The first project is almost always like, make the adhesive a little bit stickier — because that’s a good way to prove to these skeptical scientists that AI is real and here to stay,” he said. “And then they use that as justification to invest further and further back in their product development pipeline, such that their whole product portfolio can be optimized by AI.”
Overall, the company says that its new framework can speed up materials development by 80%. So while Mulholland and Citrine overall may not be going for the Nobel in Chemistry, don’t doubt for a second that they’re trying to lead a fundamental shift in the way consumer products are designed.
“I’m as bullish as I can possibly be on AI in science,” Mulholland told me. “It is the most exciting time to be a scientist since Newton. But I think that the gap between scientific discovery and realized business is much larger than a lot of AI folks think.”
Plus more insights from Heatmap’s latest event Washington, D.C.
At Heatmap’s event, “Supercharging the Grid,” two members of the House of Representatives — a California Democrat and a Colorado Republican — talked about their shared political fight to loosen implementation of the National Environmental Policy Act to accelerate energy deployment.
Representatives Gabe Evans and Scott Peters spoke with Heatmap’s Robinson Meyer at the Washington, D.C., gathering about how permitting reform is faring in Congress.
“The game in the 1970s was to stop things, but if you’re a climate activist now, the game is to build things,” said Peters, who worked as an environmental lawyer for many years. “My proposal is, get out of the way of everything and we win. Renewables win. And NEPA is a big delay.”
NEPA requires that the federal government review the environmental implications of its actions before finalizing them, permitting decisions included. The 50-year-old environmental law has already undergone several rounds of reform, including efforts under both Presidents Biden and Trump to remove redundancies and reduce the size and scope of environmental analyses conducted under the law. But bottlenecks remain — completing the highest level of review under the law still takes four-and-a-half years, on average. Just before Thanksgiving, the House Committee on Natural Resources advanced the SPEED Act, which aims to ease that congestion by creating shortcuts for environmental reviews, limiting judicial review of the final assessments, and preventing current and future presidents from arbitrarily rescinding permits, subject to certain exceptions.
Evans framed the problem in terms of keeping up with countries like China on building energy infrastructure. “I’ve seen how other parts of the world produce energy, produce other things,” said Evans. “We build things cleaner and more responsibly here than really anywhere else on the planet.”
Both representatives agreed that the SPEED Act on its own wouldn’t solve all the United States’ energy issues. Peters hinted at other permitting legislation in the works.
“We want to take that SPEED Act on the NEPA reform and marry it with specific energy reforms, including transmission,” said Peters.
Next, Neil Chatterjee, a former Commissioner of the Federal Energy Regulatory Commission, explained to Rob another regulatory change that could affect the pace of energy infrastructure buildout: a directive from the Department of Energy to FERC to come up with better ways of connecting large new sources of electricity demand — i.e. data centers — to the grid.
“This issue is all about data centers and AI, but it goes beyond data centers and AI,” said Chatterjee. “It deals with all of the pressures that we are seeing in terms of demand from the grid from cloud computing and quantum computing, streaming services, crypto and Bitcoin mining, reshoring of manufacturing, vehicle electrification, building electrification, semiconductor manufacturing.”
Chatterjee argued that navigating load growth to support AI data centers should be a bipartisan issue. He expressed hope that AI could help bridge the partisan divide.
“We have become mired in this politics of, if you’re for fossil fuels, you are of the political right. If you’re for clean energy and climate solutions, you’re the political left,” he said. “I think AI is going to be the thing that busts us out of it.”
Updating and upgrading the grid to accommodate data centers has grown more urgent in the face of drastically rising electricity demand projections.
Marsden Hanna, Google’s head of energy and dust policy, told Heatmap’s Jillian Goodman that the company is eyeing transmission technology to connect its own data centers to the grid faster.
“We looked at advanced transition technologies, high performance conductors,” said Hanna. “We see that really as just an incredibly rapid, no-brainer opportunity.”
Advanced transmission technologies, otherwise known as ATTs, could help expand the existing grid’s capacity, freeing up space for some of the load growth that economy-wide electrification and data centers would require. Building new transmission lines, however, requires permits — the central issue that panelists kept returning to throughout the event.
Devin Hartman, director of energy and environmental policy at the R Street Institute, told Jillian that investors are nervous that already-approved permits could be revoked — something the solar industry has struggled with under the Trump administration.
“Half the battle now is not just getting the permits on time and getting projects to break ground,” said Hartman. “It’s also permitting permanence.”
This event was made possible by the American Council on Renewable Energy’s Macro Grid Initiative.
On gas turbine backorders, Europe’s not-so-green deal, and Iranian cloud seeding
Current conditions: Up to 10 inches of rain in the Cascades threatens mudslides, particularly in areas where wildfires denuded the landscape of the trees whose roots once held soil in place • South Africa has issued extreme fire warnings for Northern Cape, Western Cape, and Eastern Cape • Still roiling from last week’s failed attempt at a military coup, Benin’s capital of Cotonou is in the midst of a streak of days with temperatures over 90 degrees Fahrenheit and no end in sight.

Exxon Mobil Corp. plans to cut planned spending on low-carbon projects by a third, joining much of the rest of its industry in refocusing on fossil fuels. The nation’s largest oil producer said it would increase its earnings and cash flow by $5 billion by 2030. The company projected earnings to grow by 13% each year without any increase in capital spending. But the upstream division, which includes exploration and production, is expected to bring in $14 billion in earnings growth compared to 2024. The key projects The Wall Street Journal listed in the Permian Basin, Guyana and at liquified natural gas sites would total $4 billion in earnings growth alone over the next five years. The announcement came a day before the Department of the Interior auctioned off $279 million of leases across 80 million acres of federal waters in the Gulf of Mexico.
Speaking of oil and water, early Wednesday U.S. armed forces seized an oil tanker off the coast of Venezuela in what The New York Times called “a dramatic escalation in President Trump’s pressure campaign against Nicolás Maduro.” When asked what would become of the vessel's oil, Trump said at the White House, “Well, we keep it, I guess.”
The Federal Reserve slashed its key benchmark interest rate for the third time this year. The 0.25 percentage point cut was meant to calibrate the borrowing costs to stay within a range between 3.5% and 3.75%. The 9-3 vote by the central bank’s board of governors amounted to what Wall Street calls a hawkish cut, a move to prop up a cooling labor market while signaling strong concerns about future downward adjustments that’s considered so rare CNBC previously questioned whether it could be real. But it’s good news for clean energy. As Heatmap’s Matthew Zeitlin wrote after the September rate cut, lower borrowing costs “may provide some relief to renewables developers and investors, who are especially sensitive to financing costs.” But it likely isn’t enough to wipe out the effects of Trump’s tariffs and tax credit phaseouts.
GE Vernova plans to increase its capacity to manufacture gas turbines by 20 gigawatts once assembly line expansions are completed in the middle of next year. But in a presentation to investors this week, the company said it’s already sold out of new gas turbines all the way through 2028, and has less than 10 gigawatts of equipment left to sell for 2029. It’s no wonder supersonic jet startups, as I wrote about in yesterday’s newsletter, are now eyeing a near-term windfall by getting into the gas turbine business.
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The European Union will free more than 80% of the companies from environmental reporting rules under a deal struck this week. The agreement between EU institutions marks what Politico Europe called a “major legislative victory” for European Commission President Ursula von der Leyen, who has sought to make the bloc more economically self-sufficient by cutting red tape for business in her second term in office. The rollback is also a win for Trump, whose administration heavily criticized the EU’s green rules. It’s also a victory for the U.S. president’s far-right allies in Europe. The deal fractured the coalition that got the German politician reelected to the EU’s top job, forcing her center-right faction to team up with the far right to win enough votes for secure victory.
Ravaged by drought, Iran is carrying out cloud-seeding operations in a bid to increase rainfall amid what the Financial Times clocked as “the worst water crisis in six decades.” On Tuesday, Abbas Aliabadi, the energy minister, said the country had begun a fresh round of injecting crystals into clouds using planes, drones, and ground-based launchers. The country has even started developing drones specifically tailored to cloud seeding.
The effort comes just weeks after the Islamic Republic announced that it “no longer has a choice” but to move its capital city as ongoing strain on water supplies and land causes Tehran to sink by nearly one foot per year. As I wrote in this newsletter, Iranian President Masoud Pezeshkian called the situation a “catastrophe” and “a dark future.”
The end of suburban kids whiffing diesel exhaust in the back of stuffy, rumbling old yellow school buses is nigh. The battery-powered bus startup Highland Electric Fleets just raised $150 million in an equity round from Aiga Capital Partners to deploy its fleets of buses and trucks across the U.S., Axios reported. In a press release, the company said its vehicles would hit the streets by next year.