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The challenges of long-duration energy storage have inspired some creative solutions.

Imagine a battery. Maybe you envision popping one into a fading flashlight or a dead remote controller. Perhaps you consider the little icon on the top of your phone or laptop screen, precariously dipping into the red while you search for a charger. Or you might picture the powerful battery pack inside your electric vehicle, helping to make gas stations obsolete.
These minor to major electrochemical marvels are fine, but the opportunity space for energy storage is so, so much larger — and weirder. Water moving between two reservoirs is a classic un-classic battery, but compressed air stored in a cavern, raising and lowering heavy blocks, even freezing water or heating up rocks can also all be batteries. And these methods of energy storage have the potential to be enormously helpful where standard lithium-ion batteries fall short — namely for long-duration energy storage and large-scale heating and cooling applications.
Lithium-ion batteries still dominate the market, Kevin Shang, a senior research analyst at energy consultancy Wood Mackenzie, told me. But “over the next 10 years, we do see more and more long-duration energy storage coming into play.” Typical lithium-ion batteries can provide only about four hours of continual power, occasionally reaching up to eight — though that’s an economic constraint rather than a technical one. Generally speaking, it’s too pricey for lithium-ion to meet longer-duration needs in today’s market. So as states and countries get real about their clean energy targets and install more wind and solar generation, they need some way to ensure their grids’ reliability when the weather’s not cooperating or demand is peaking.
“There’s a need for something that can substitute for natural gas,” Logan Goldie-Scot, director of market research at the sustainable infrastructure investment firm Generate Capital told me. Almost no one believes lithium-ion batteries will be a viable alternative. “And so then it is an open question of whether that role will be filled by long-duration energy storage, by green hydrogen, or by clean firm power” like nuclear or geothermal, he said.
There are some novel battery chemistries and configurations out there, from Form Energy’s iron-air batteries to flow batteries that store their electrolytes in separate tanks to zinc-based batteries. But there are also numerous more creative, non-chemical, not-what-you-might-consider-a-battery batteries vying for a role in the long-duration storage market.
Founded back in 2010, Toronto-based Hydrostor has been pursuing “advanced compressed air energy storage” for a while now. Essentially, the system uses off-peak, surplus, or renewable grid energy to compress air and pump it into a water-filled cavern, displacing that water to the surface. Then when energy is needed, it releases the water back into the cavern, pushing the air upward to mix with stored heat, which turns a turbine and produces electricity.
“Everybody has talked about long-duration storage for probably the past five years or so. The markets have not been there to pay for it at all. And that’s starting to change,” Jon Norman, Hydrostor’s president, told me.
Part of Hydrostor’s pitch is that its tech is a “proven pathway,” as it involves simply integrating and repurposing preexisting systems and technologies to produce energy. It’s also cheaper than lithium-ion storage, with no performance degradation over a project’s lifetime. Major investors are buying it — the company raised $250 million from Goldman Sachs in 2022, to be paid out in tranches tied to project milestones. At the time, it was one of the largest investments ever made in long-duration energy storage.
The company has operated a small 1.75 megawatt facility in Canada since 2019, but now with Goldman’s help it’s scaling significantly, developing a 500 megawatt grid-scale project in California in partnership with a community choice aggregator, as well as a 200 megawatt microgrid project in a remote town in New South Wales, Australia.
“Our bread and butter application is serving the needs of grids and utilities that are managing capacity and keeping the lights on all the time,” Norman told me. The company’s projects under development are designed to deliver eight hours of energy. “That’s what the market’s calling for right now,” Norman said, though theoretically Hydrostor could handle multi-day storage.
Standard lithium-ion batteries have shown that they can be economical in the eight-hour range too, though. Back in 2020, a coalition of community choice aggregators in California requested bids for long-duration storage projects with at least eight hours of capacity. While Hydrostor and numerous other startups threw their hats in the ring, the coalition ultimately selected a standard lithium-ion battery project for development.
While this could be viewed as a hit to more nascent technologies, Hydrostor said the process ultimately led to the company’s 25-year, 200 megawatt offtake contract with Central Coast Community Energy, which will purchase power from the company’s 500 megawatt project in California’s Central Valley, set to come online in 2030. But that long lead time could be one of the main reasons why Hydrostor didn’t win the coalition’s bid in the first place.
“When you consider the very pertinent needs for energy storage systems today in California and yesterday, a technology that is not due to come online for another six years – I don’t think you’re even yet at the cost comparison conversation,” Goldie-Scot told me, in reference to Hydrostor’s timeline. “It’s just, how soon can some of these companies deliver a project?” Generate recently acquired esVolta, a prominent developer of lithium-ion battery storage projects.
But ultimately, Norman says he doesn’t really view Hydrostor as in competition with lithium-ion. “We would even add [traditional] batteries to our system if we wanted to provide really fast response times,” he told me. He says the use cases are just different, and that he has faith that compressed air storage will eventually prove to be the superior option for grid-scale, long-duration applications.
Another company taking inspiration from pumped storage hydropower is Energy Vault. Founded in 2017, the Swiss company is pursuing a “gravity-based” system that can store up to 24 hours of energy. While the design of its system has shifted over the years, the basic concept has remained the same: Using excess grid energy to lift heavy blocks (initially via cranes, now via specialized elevators), and then lowering those blocks to spin a turbine when there’s energy demand.
The company raised $110 million from Softbank Vision Fund in 2019, but failed to find an immediate market for its tech. “When we founded the company, we started thinking long-duration was going to be required much more quickly, and hence the focus on gravity,” Rob Piconi, Energy Vault’s CEO, told me.
But instead of waiting around for the long-duration market to boom, the company went public via SPAC in early 2022 and reinvented itself. Now it makes much of its revenue selling the sort of traditional lithium-ion energy storage systems that it once sought to replace, and has made moves into the green hydrogen space, too.
“The near term difficulty for many of these long-duration storage companies is that we’re still relatively early on in the scaling of lithium-ion,” Goldie-Scot, told me, noting that prices for Chinese-made batteries have plunged in the past year. Generate usually only invests in tech that’s well-proven and ready to scale up. So while lithium-ion alternatives will look more and more attractive as the world moves toward full decarbonization, in the interim, “there’s a gap between that longer term need and where the market is today.”
Piconi agrees. “If you look at storage deployments 95% to 98% of them are all this shorter duration type of storage right now, because that’s where the market is,” he said, though he added that he’s seeing demand pick up, especially in places like California that are investing heavily in storage.
All that’s to say the company hasn’t given up on its foundational concept — its first commercial-scale gravity energy storage system was recently connected to the grid in China, and the company has broken ground on a second facility in the country as well. These facilities provide four hours of energy storage duration, which lithium-ion batteries can also easily achieve — but the selling point, Piconi says, is that unlike lithium-ion, gravity storage systems don’t catch fire, rely on critical minerals, or degrade over time. And once the market demands it, Energy Vault can provide power for much longer.
Still, the upfront costs of Energy Vault’s system can be daunting for risk-averse utilities. So in an effort to lower prices, the company recently unveiled a series of new gravity storage prototypes that leverage either existing slopes or multi-purpose skyscrapers. They were designed in partnership with the architecture and engineering firm Skidmore, Owings & Merrill, the company behind the world’s tallest building.
The market may not have been ready five years ago, Piconi told me. But “in 12 to 24 months, we’re going to start to see gravity pop up,” he projected.
But wait, there’s more. Perhaps one of the best use cases for lithium-ion alternatives is in onsite, direct heating and cooling applications. That’s what the Israeli company Nostromo Energy is focused on, aiming to provide cleaner, cheaper air conditioning for large buildings like offices, school campuses, hotels, and data centers.
The company uses off-peak or surplus renewable energy to freeze water, storing it for later use in modular cells. Then, as temperatures rise and air conditioning turns on, that frozen water will cool down the building without the need for energy-intensive chillers, which commercial buildings normally rely upon. The system can be configured to discharge energy for two-and-a-half all the way up to 10 hours.
“Because air conditioning is roughly half of the electricity consumption of a building, we can provide that half from stored energy. And that’s overall a huge relief on the grid,” Nostromo’s CEO Yoram Ashery told me.
While a lot of (my) attention has been focused on how thermal batteries can help decarbonize heat-intensive industrial processes, and much has been written about the benefits of electric heat pumps over gas-powered heating, cooling is sometimes overlooked. That’s at least partially because air conditioning is already electrified.
But as more of our vehicles, appliances, and systems go electric, strain on the grid is poised to increase, especially during times of peak energy demand in the late afternoon and evening as people return home from the office before the sun goes down. Nostromo’s system can help shift that load by charging either midday (when solar is abundant) or at night (when wind is peaking), and discharging as demand for AC ramps throughout the afternoon.
Goldie-Scot said thermal storage technologies like this “offer something that some of the other technologies that are purely power-focused cannot. But they are still competing against relatively cheap natural gas.”
The upfront cost of the system, $2 to $3 million, is also nothing to sneeze at. But Ashery says it will fully pay for itself after just five years, as building owners stand to see significant savings on their electricity bills by shifting their demand to off-peak hours.
While one could theoretically power a building’s AC system using large lithium-ion-batteries, “it’s a problem to put big lithium batteries inside buildings,” Ashery told me. That’s due to the fire risk, which could impact insurance premiums for businesses, as well as space issues — these batteries would need to be container-sized to run an HVAC system. “That’s why only 1% of energy storage currently goes into commercial/industrial buildings,” Ashery wrote in a follow up email.
Shang told me that he sees so-called “behind the meter” applications like this as promising early markets for long-duration storage tech, especially given that utilities are “pretty cautious to adopt these technologies on a large scale.” But ultimately, he believes that policy is what’s really going to jumpstart this market.
“For long-duration storage, it may look years ahead, but actually the future is now,” he said. Because some of these new systems take longer to design and build, Shang told me, “you have to invest now. For the policies, you have to be ready now to support the development of these [long-duration energy storage] technologies.”
The Biden administration is certainly trying. All energy storage tech — thermal, compressed air, gravity, and lithium-ion — stands to benefit from generous IRA tax credits, which will cover 30% of a project’s cost, assuming it meets certain labor standards. Additional savings can accrue if a project meets domestic content requirements or is sited in a qualifying “energy community,” such as a low-income area that derives significant revenue from fossil fuel production.
The Department of Energy’s ultimate goal is to reduce the cost of grid-scale long-duration energy storage by 90% this decade (with “long” defined as 10-plus hours). And last year, the DOE announced $325 million in funding for 15 long-duration demonstration projects.
So while the market might not be quite ripe yet for funky, alternative approaches to long-duration storage, support like this is going to be necessary to ensure that these technologies are proven, cost-effective and available as the grid decarbonizes and the need crystallizes.
“There is not currently a system-wide way of valuing long-duration energy storage while competing against gas, but there are customers and utilities that have shown a willingness, especially with federal and state support, to invest in these technologies,” Goldie-Scot said. “That I think is giving us the first real inkling of the role that the long-duration can play in this market.”
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The data center boom is everywhere you look in U.S. economic and emissions data.
This is an edition of Heatmap Daily, an evening review of the day’s news written by our executive editor. Sign up for it here.
It isn’t exactly a new thought, but I’ve been struck recently by how many trends in America’s economic and environmental data are fundamentally about the data center boom and the return of electricity demand:
First, the Energy Information Administration reported this week that U.S. emissions grew by more than 2% last year, driven by surging electricity demand and an increase in coal-fired generation. What caused that higher power demand? New factories and data centers — as well as record summertime cooling demand.
Second, many of the new factories driving that higher power demand are themselves producing goods that are … let’s say … data center-adjacent. There are the enormous new semiconductor fabs, of course. But Ford and General Motors have also set up new production lines (or repurposed old ones) to manufacture grid-scale batteries to meet power demand.
Third, take a look at the recent U.S. spending on private non-residential construction — in other words, everything American companies are building that is not houses, condos, or apartments.
The construction industry’s spent almost $60 billion on data centers over the past year, which is more than it spent on all other office buildings combined (and more than it spent building warehouses, too). Just a handful of categories — data centers, power plants, electricity infrastructure, and certain kinds of electronics manufacturing — now make up a third of all U.S. private non-residential construction investment. They’ve never made up such a large share of construction spending since data collection began in 2014.
As The New York Times recently noted, the American economy is unusually dependent on the American stock market right now — and the stock market is unusually dependent on artificial intelligence. This week, investors started to balk at the enormous spending hyperscalers are planning to keep building out the AI boom; Alphabet’s shares dropped 8% this week after it boosted its planned 2026 capital expenditure and signaled 2027 will be even bigger. If the data center boom started to slow down in earnest, then more than just that budget will change.
Speaking of which, my colleague Emily Pontecorvo wrote earlier this week about how many businesses are struggling to even estimate their carbon emissions from artificial intelligence. The carbon accounting startup Watershed recently unveiled a new formula to help companies get a sense of their AI-related emissions.
But even that formula is still limited by the amount of data hyperscalers publish — and they don’t publish that much. Google, for instance, is the only AI company that has (laudably) provided estimates of its emissions on a per-prompt basis. Yet no company has published its per-token emissions, or how emissions sync up with particular models or regions.
So Emily asked Google: Why aren’t you — or any other model provider — disclosing this kind of data yet?
The tech company didn’t get back to us until after we’d published Emily’s story. But its response was interesting enough that I wanted to quote some of it here.
The problem is “industry consensus,” Cooper Elsworth, a Google spokesperson, told us. “There is currently very little consensus on how to comprehensively and fairly measure the serving environmental impact of generative AI (such as text generation),” he wrote. “Without standardized, ‘apples-to-apples’ frameworks, it is difficult to compare different providers accurately.”
That’s partly because energy use — and emissions data — can vary from site to site and depend on “custom-built hardware, software compilers, and advanced inference techniques.” And he claimed Google doesn’t always have the measurement hardware in place to provide such specific estimates: “Providing precise, repeatable data requires highly advanced measurement infrastructure,” he said. “For example, software-based energy monitoring tools often suffer from sampling biases. For our study, we had to step away from top-down averages and directly measure actual energy at the physical power supply unit (PSU) level across our deployed fleet. Not all providers have the telemetry or data sets required to benchmark their operations at this level of granularity.”
Read Emily’s story to understand the other reasons why estimating — or even “guesstimating” — AI-related carbon emissions is so challenging.
A conversation with Emma Uridge of the Kansas Health Institute.
This week’s conversation is with Emma Uridge, analyst with the Kansas Health Institute. Uridge spent copious hours analyzing state and local laws on data center development to best understand how policymakers are responding to the potential environmental public health impacts of large AI infrastructure, including power and water. The report, which came out this week, also goes in depth into those health impacts. I reached out to her to discuss what she sees as must-watch territory for our readers on this emerging policy arena.
Our conversation was lightly edited for clarity.
What is actually being done on policy when it comes to data centers — beyond moratoria of course?
So first I’d like to just talk about the point of moratoria. It’s helpful to talk about how these policies emerge in the first place. One area where moratoria are helpful is when a data center is proposed but the county has no approach for how they’d like to potentially regulate them. That’s temporary, most of the time. It lets local governments conduct research on the various impacts and also negotiate community benefits, ones that can mitigate any potential negative impacts — like Lancaster Pennsylvania, which instituted a community benefit agreement that maximized the potential benefits of development while mitigating what large data centers can do. That agreement looked at capping municipal water use at 20,000 gallons per day and requiring 100% clean energy. It had financial penalties for non-compliance. The company also committed $20 million to their local economic development and clean energy fund. There are ways to negotiate with developers.
We also see amendments to existing zoning. Data center proposals are increasingly popping up in rural areas, many of which are unzoned, so there’s no way a county can negotiate unless there’s a moratorium in place.
Other policy solutions include different performance standards or requiring on-site renewable energy, like what Jefferson County, Missouri, looked at. Also setback requirements, mandatory noise buffers, ending by-right zoning.
Where are local governments getting ideas for regulating data centers?
A lot of the technical information comes from developers. That can in cases be seen as a biased source of information. I wouldn’t say there’s a dedicated group providing assistance to local governments when a project is proposed — which is a similar story to wind industry development, where we have only a handful of consultants who provide technical advice. It can be really helpful to get a multi-disciplinary approach to hearing information. It can be helpful to have the utility commission, public health folks, those in academia, as well as the developer.
As of right now, especially in rural areas, local governments have a hard task of balancing pushback while getting the most accurate, evidence-based, neutral information to make decisions. That balance can be contentious.
What is the federal government doing on data center policy? How is the Trump administration approaching it?
A few things there. In the early days, the drive was for AI expansion and to be competitive with foreign adversaries. Now due to the amount of public pushback in red and blue localities and a more cautious approach.
I’m not seeing a lot of actual policy movement at this time.
I know the EPA is looking at the chemicals used in cooling data centers because when that water is cycled through the system, some of it is discharged into the water system, so they’re looking at the Toxic Substances and Control Act for monitoring that.
How much of an impact does this minimal federal role have on industry behavior?
Y’know, this isn’t specific to data centers. This is true for all kinds of large-scale development: there’s a need to require some sort of federal monitoring and regulation.
That’s where I see an emerging role for public health. At the federal level, there could be policy movement towards requiring some sort of environmental monitoring at data centers to make sure they’re operating responsibility. Looking at specific water use relative to water availability and what happens when there’s a time of severe, persistent drought. With air quality too — we’ve seen areas where the grid isn’t as reliable so their diesel generators are kicking on more and affecting air quality for residents.
We’re just not seeing all of that right now. We need corporate disclosure.
What do you see as the most important public health impacts from data center development?
It varies by localities. The most discussed obviously is water usage. One thing I’d note about my conversations with folks enthusiastic around emerging tech is, there are still questions that need to be asked about the capacity of localities to support a data center. Like a small town in Kansas may only be using 40% of their water for their utility needs. If a data center came online, how much of that water goes to the data center?
One area underexplored within the public health discipline is energy poverty and energy security. The ability of a household to meet the needs of everything energy provides in our lives. It’s known we have an aging electric grid but we’re not talking enough about large-scale blackouts when the grid is not sufficient to support some of these new data centers.
Plus more of the week’s big development fights.
1. Laramie County, Wyoming — Meta is fighting the fine it received in the Cheyenne data center water pollution controversy, and the conflict between the tech giant and the city’s small board of public utilities is continuing to spill out into the public.
2. Niagara County, New York — This county just rejected a solar project’s highway work permits in a show of retaliation against the state’s Office of Renewable Energy Siting.
3. Barron County, Wisconsin — The anti-solar protest is the new campaign stop in deep red Wisconsin.
4. Chesapeake, Virginia — A large battery storage project on the Virginia coastline is on the rocks amidst rampant local opposition.
5. Lewis County, West Virginia — West Virginia is now a key battleground in the fight over transmission, as a line spanning all of West Virginia and Maryland — and cutting through Data Center Alley in Virginia — causes compounding consternation.