Molecule has closed its latest investment round. Photo via Getty Images

Houston-based energy trading risk management (ETRM) software company Molecule has completed a successful series B round for an undisclosed amount, according to a July 16 release from the company.

The raise was led by Sundance Growth, a California-based software growth equity firm.

Sameer Soleja, founder and CEO of Molecule, said in the release that the funding will allow the company to "double down on product innovation, grow our team, and reach even more markets."

Molecule closed a $12 million Series A round in 2021, led by Houston-based Mercury Fund, and has since seen significant growth. The company, which was founded in 2012, has expanded its customer base across the U.S., U.K., Europe, Canada and South America, according to the release.

Additionally, it has launched two new modules of its software platform. Its Hive module, which debuted in 2022, enables clients to manage their energy portfolio and renewable credits together in one scalable platform. It also introduced Elektra, an add-on for the power market to its platform, which allows for complex power market trading.

"Four years ago, we committed to becoming the leading platform for energy trading," Soleja said in the release. "Today, our customers are managing complex power and renewable portfolios across multiple jurisdictions, all within Molecule.”

Molecule is also known for its data-as-a-lake platform, Bigbang, which enables energy ETRM and commodities trading and risk management (CTRM) customers to automatically import trade data from Molecule and then merge it with various sources to conduct queries and analysis.

“Molecule is doing something very few companies in energy tech have done: combining mission-critical depth with cloud-native, scalable technology,” Christian Stewart, Sundance Growth managing director, added in the statement. “Sameer and his team have built a platform that’s not only powerful, but user-friendly—a rare combination in enterprise software. We’re thrilled to partner with Molecule as they continue to grow and transform the energy trading and risk management market.”

Houston-based energy tech-oriented companies will be invited to the pitching event for Antwerp and Houston Cleantech Entrepreneurs from 2 to 5 pm on December 3 at The Ion. Photo via the Ion

Houston to host cleantech collaboration with delegation from Belgium

this week

A delegation of nine startups from Antwerp, Belgium, along with industry experts will visit Houston from December 2 through December 6, which will include The Greater Houston Partnership, Greentown Labs, The Ion, and The Cannon.

The delegation will represent cleantech, sustainable chemistry, and energy tech sectors to engage with Houston’s energy transition ecosystem and identify collaboration and investment opportunities.

Houston-based energy tech-oriented companies will be invited to the pitching event for Antwerp and Houston Cleantech Entrepreneurs from 2 to 5 pm on December 3 at The Ion. Interested entrepreneurs can register at this link.

Antwerp and Houston are considered two of the world's largest petrochemical hubs, and also part of the leading innovators in the cleantech, sustainable chemistry, and energy tech sectors. The event will be organized by the Port of Antwerp-Bruges, BlueChem (an Antwerp-based sustainable chemistry incubator), the city of Antwerp, and Flanders Investment and Trade.

“Antwerp and Houston are known for their ports and petrochemical industries, but fewer people realize the remarkable cleantech, sustainable chemistry, and energytech ecosystems that have emerged around these hubs,” Nathalie Mathys, head of office at FIT Houston, says in a news release.

The Port of Antwerp-Bruges is known for innovating new technologies, which includes 5G, digital twins, artificial intelligence, drones, and advanced sensors. Antwerp has over 350 startups and nine incubators and accelerators.

“This delegation visit highlights the potential for collaboration between two of the most dynamic regions in these fields, paving the way for a cleaner, more sustainable future,” adds Mathys.

Ali Mostafavi, founder of Resilitix.AI, joins the Houston Innovators Podcast to discuss how he pivoted to provide important data amid Hurricane Beryl. Photo via tamu.edu

Why this entrepreneur believes Houston should lead resilience technology alongside the energy transition

tune in

When it comes to developing resilience technology, Houston startup founder Ali Mostafavi knows he's in the right place.

Mostafavi, a civil and environmental engineering professor at Texas A&M University, co-founded Resilitix.AI two years ago, and with the help of his lab at A&M, has created a platform that brings publicly available data into AI algorithms to provide its partners near-real time information in storm settings.

"We are very excited that our company is Houston based," he says on the Houston Innovators Podcast. "We should not be just ground zero of disasters. We have to also be ground zero for solutions as well. I believe Houston should be the hub for resilience tech innovation as it is for energy transition.

"I think energy transition, climatetech, energy tech, and disaster tech go hand in hand," Mostafavi continues. "I feel that we are in the right place."

Earlier this month, Mostafavi got an unexpected chance to pilot his company's data-backed and artificial intelligence-powered platform — all while weathering one of Houston's most impactful storms.

As Hurricane Beryl came ashore with Houston on its path, Mostafavi says he had the opportunity to both test his technology and provide valuable information to his community during the storm.

"We were in the process of fine tuning some of our methods and algorithms behind our technology," Mostafavi says. "When disasters happen, you go to activation mode. We put our technology development and R&D efforts on hold and try to test our technology in an operational setting."

The platform provides its partners — right now, those include local and state organizations and emergency response teams — information on evacuation reports, street flooding, and even damage sustained based on satellite imagery. Mostafavi says that during Beryl, users were wondering how citizens were faring amid rising temperatures and power outages. The Resilitix team quickly pivoted to apply algorithms to hospital data to see which neighborhoods were experiencing high volumes of patients.

"We had the ability to innovate on the spot," Mostafavi says, adding that his own lack of power and internet was an additional challenge for the company. "When an event happens, we start receiving requests and questions. ... We had to be agile and adapt our methods to be responsive. Then at the same time, because we haven't tested it, we have to verify that we are confident (in the information we provide)."

On the episode, Mostafavi shares how Hurricane Harvey — which occurred shortly after Mostafavi moved to Houston — inspired the foundation of Resilitix, and he also explains how he plans to grow and scale the business.

———

This article originally ran on InnovationMap.

The Baker Hughes Technology Showcase opens — and more things to know this week. Photo courtesy of Baker Hughes

New Houston energy tech showroom, a deadline not to forget, and more to know this week

take note

Editor's note: It's a new week — start it strong with three quick things to catch up on in Houston's energy transition: looking back on top news from 2023, a deadline not to miss, and more.

New Baker Hughes Technology Showcase

The Baker Hughes Technology Showcase exists permanently at the company's Western Hemisphere Education Center in Tomball just outside of Houston to display the company's technologies.

There are more than 30 physical displays — some scaled down and 3D printed while others are exact replicas of the technology out in the field. In addition to these tangible pieces, hundreds are available to peruse on the touch-screen displays.

While there's the full technology spectrum represented, there's a particular focus on clean energy technologies — ones that aren't just future facing but are actually being used in the field today. Read more about the new showcase.

Upcoming deadline: The DOE's EnergyTech University Prize

The Rice Alliance for Technology and Entrepreneurship will host the regional qualifier for a Department of Energy-backed student competition, and the application deadline to participate is coming up.

The DOE's EnergyTech University Prize, or EnergyTech UP, a virtual regional qualifier hosted by the Rice Alliance will take place in February, and applications for students and faculty are now open. A $400,000 collegiate competition, the program challenges student teams to develop a business plan based off of National Laboratory-developed or other emerging energy technology.

The application deadline is February 1 for students. This year there's a new track for faculty that has a prize of $100,000 on the line. Faculty have until January 5 to apply. Learn more.

The acquisition is inline with "DNV's ongoing commitment to support customers in leading and accelerating the energy transition." Photo courtesy of DNV

Norway-based risk management company acquires Houston energy SaaS biz

M&A Moves

A Norwegian company that specializes in risk management in the maritime industry has acquired a Houston software business.

DNV announced the acquisition of Houston-based ANB Systems earlier this month. ANB's software-as-a-service platform provides energy program services to utility and regulatory body customers. The terms of the deal were not disclosed.

“ANB has grown steadily across its software products, its services, and its customers, through its configurable and scalable low-code proprietary software platforms," S. Balakrishnan, CEO of ANB Systems, says in the news release. "The acquisition by DNV will provide us with the resources for product development and operations, as well as give us global market reach. Most importantly, this will give us the resources to ensure we continue providing excellent customer implementation and support via our successful ReSULTS framework.”

The two companies have collaborated previously, and the acquisition is inline with "DNV's ongoing commitment to support customers in leading and accelerating the energy transition," as the company describes in the release.

"Energy efficiency is one of the defining features of the energy transition and the acquisition of ANB, with its strong focus on quality software solutions, will strengthen and expand our offerings in energy management and related services particularly in North America," Remi Eriksen, group president and CEO of DNV, says in the release.

Since its inception in 1997, ANB has developed digital solutions for automation within energy efficiency, electric vehicles, and more. Its platform is powered by artificial intelligence and machine learning.

"The collaboration between DNV and ANB will bring together two world-class teams, combining insights and experience to deliver comprehensive solutions to customers," Ditlev Engel, CEO of Energy Systems at DNV, says. "ANB Systems was founded with a clear mission - to partner with their customers to create best-in-class technology solutions that empower energy companies to provide best-in-class service including artificial intelligence.

"The company has grown and gained remarkable expertise in developing digital solutions for clean energy programs," he continues. "Together, DNV and ANB Systems are committed to accelerating the transition towards decarbonized, safe, and smart energy systems, enabling a sustainable future for all.”

The deadline to apply to participate in an upcoming energy-focused event is approaching. Photo courtesy of Rice

Rice Alliance calls for participants for its annual energy conference

now's the time to apply

This year marks the 20th anniversary of Energy Tech Venture Day, a one-day symposium for energy innovation put on by the Rice Alliance for Technology and Entrepreneurship. The organization is currently calling for applications for startups interested in participating.

The event is taking place on September 21 at Rice University and will bring together energy innovators, investors, corporate leaders, and the rest of the energy ecosystem. The programming will include panels and discussions as well as startup pitches from the Rice Alliance's Clean Energy Accelerator 2023 cohort.

In addition to the CEA pitches, energy tech startups from around the world can apply to be a part of the day and be in the running to be recognized as a select group as the "most-promising" at the conclusion of the pitches. Applications can be filled out online and are due July 14. Registration is also open online.

According to Rice, 90 or so companies will be selected to participate in one-on-one meetings with around 75 investors. The organization conducts a unique matchmaking round that pairs up investors and founders for four to 10 of these office hour meetings which will take place the day before the main event.

On the day of the Energy Tech Venture Day, around 40 companies will pitch to the rest of the crowd. At the end of the day and based off the investor feedback from the one-on-one meetings, 10 energy tech startups will be deemed the most-promising businesses and be presented with awards.

Last year, over a third of the companies that pitched were based in the Houston area. Two Houston-based companies received awards at the end of the day, including:

  • Kanin Energy, which works with heavy Industry to turn their waste heat into a clean baseload power source. The platform also provides tools such as project development, financing, and operations.
  • Syzygy Plasmonics, which is commercializing its light-reacting energy, which would greatly reduce carbon emissions in the chemical industry. The technology originated out of Rice University.
Ad Placement 300x100
Ad Placement 300x600

CultureMap Emails are Awesome

Houston quantum simulator research reveals clues for solar energy conversion

energy flow

Rice University scientists have used a programmable quantum simulator to mimic how energy moves through a vibrating molecule.

The research, which was published in Nature Communications last month, lets the researchers watch and control the flow of energy in real time and sheds light on processes like photosynthesis and solar energy conversion, according to a news release from the university.

The team, led by Rice assistant professor of physics and astronomy Guido Pagano, modeled a two-site molecule with one part supplying energy (the donor) and the other receiving it (the acceptor).

Unlike in previous experiments, the Rice researchers were able to smoothly tune the system to model multiple types of vibrations and manipulate the energy states in a controlled setting. This allowed the team to explore different types of energy transfer within the same platform.

“By adjusting the interactions between the donor and acceptor, coupling to two types of vibrations and the character of those vibrations, we could see how each factor influenced the flow of energy,” Pagano said in the release.

The research showed that more vibrations sped up energy transfer and opened new paths for energy to move, sometimes making transfer more efficient even with energy loss. Additionally, when vibrations differed, efficient transfer happened over a wider range of donor–acceptor energy differences.

“The results show that vibrations and their environment are not simply background noise but can actively steer energy flow in unexpected ways,” Pagano added.

The team believes the findings could help with the design of organic solar cells, molecular wires and other devices that depend on efficient energy or charge transfer. They could also have an environmental impact by improving energy harvesting to reduce energy losses in electronics.

“These are the kinds of phenomena that physical chemists have theorized exist but could not easily isolate experimentally, especially in a programmable manner, until now,” Visal So, a Rice doctoral student and first author of the study, added in the release.

The study was supported by The Welch Foundation,the Office of Naval Research, the National Science Foundation CAREER Award, the Army Research Office and the Department of Energy.

The EPA is easing pollution rules — here’s how it’s affecting Texas

In the news

The first year of President Trump’s second term has seen an aggressive rollback of federal environmental protections, which advocacy groups fear will bring more pollution, higher health risks, and less information and power for Texas communities, especially in heavily industrial and urban areas.

Within Trump’s first 100 days in office, his new Environmental Protection Agency administrator, Lee Zeldin, announced a sweeping slate of 31 deregulatory actions. The list, which Zeldin called the agency’s “greatest day of deregulation,” targeted everything from soot standards and power plant pollution rules to the Endangerment Finding, the legal and scientific foundation that obligates the EPA to regulate climate-changing pollution under the Clean Air Act.

Since then, the agency froze research grants, shrank its workforce, and removed some references to climate change and environmental justice from its website — moves that environmental advocates say send a clear signal: the EPA’s new direction will come at the expense of public health.

Cyrus Reed, conservation director of the Lone Star Chapter of the Sierra Club, said Texas is one of the states that feels EPA policy changes directly because the state has shown little interest in stepping up its environmental enforcement as the federal government scales back.

“If we were a state that was open to doing our own regulations there’d be less impact from these rollbacks,” Reed said. “But we’re not.”

“Now we have an EPA that isn’t interested in enforcing its own rules,” he added.

Richard Richter, a spokesperson at the state’s environmental agency, Texas Commission on Environmental Quality, said in a statement that the agency takes protecting public health and natural resources seriously and acts consistently and quickly to enforce federal and state environmental laws when they’re violated.

Methane rules put on pause

A major EPA move centers on methane, a potent greenhouse gas that traps heat far more efficiently than carbon dioxide over the short term. It accounts for roughly 16% of global greenhouse gas emissions and is a major driver of climate change. In the U.S., the largest source of methane emissions is the energy sector, especially in Texas, the nation’s top oil and gas producer.

In 2024, the Biden administration finalized long-anticipated rules requiring oil and gas operators to sharply reduce methane emissions from wells, pipelines, and storage facilities. The rule, developed with industry input, targeted leaks, equipment failures, and routine flaring, the burning off of excess natural gas at the wellhead.

Under the rule, operators would have been required to monitor emissions, inspect sites with gas-imaging cameras for leaks, and phase out routine flaring. States are required to come up with a plan to implement the rule, but Texas has yet to do so. Under Trump’s EPA, that deadline has been extended until January 2027 — an 18-month postponement.

Texas doesn’t have a rule to capture escaping methane emissions from energy infrastructure. Richter, the TCEQ spokesperson, said the agency continues to work toward developing the state plan.

Adrian Shelley, Texas director of the watchdog group Public Citizen, said the rule represented a rare moment of alignment between environmentalists and major oil and gas producers.

“I think the fossil fuel industry generally understood that this was the direction the planet and their industry was moving,” he said. Shelley said uniform EPA rules provided regulatory certainty for changes operators saw as inevitable.

Reed, the Sierra Club conservation director, said the delay of methane rules means Texas still has no plan to reduce emissions, while neighboring New Mexico already has imposed its own state methane emission rules that require the industry to detect and repair methane leaks and ban routine venting and flaring.

These regulations have cut methane emissions in the New Mexico portion of the Permian Basin — the oil-rich area that covers West Texas and southeast New Mexico — to half that of Texas, according to a recent data analysis by the Environmental Defense Fund. That’s despite New Mexico doubling production since 2020.

A retreat from soot standards

Fine particulate matter or PM 2.5, one of six pollutants regulated under the Clean Air Act, has been called by researchers the deadliest form of air pollution.

In 2024, the EPA under President Biden strengthened air rules for particulate matter by lowering the annual limit from 12 to 9 micrograms per cubic meter. It was the first update since 2012 and one of the most ambitious pieces of Biden’s environmental agenda, driven by mounting evidence that particulate pollution is linked to premature death, heart disease, asthma, and other respiratory illnesses.

After the rule was issued, 24 Republican-led states, including Kentucky and West Virginia, sued to revert to the weaker standard. Texas filed a separate suit asking to block the rule’s recent expansion.

State agencies are responsible for enforcing the federal standards. The TCEQ is charged with creating a list of counties that exceed the federal standard and submitting those recommendations to Gov. Greg Abbott, who then finalizes the designations and submits them to the EPA.

Under the 9 microgram standard, parts of Texas, including Dallas, Harris (which includes Houston), Tarrant (Fort Worth), and Bowie (Texarkana) counties, were in the process of being designated nonattainment areas — which, when finalized, would trigger a legal requirement for the state to develop a plan to clean up the air.

That process stalled after Trump returned to office. Gov. Greg Abbott submitted his designations to EPA last February, but EPA has not yet acted on his designations, according to Richter, the TCEQ spokesperson.

In a court filing last year, the Trump EPA asked a federal appeals court to vacate the stricter standard, bypassing the traditional notice and comment administrative process.

For now, the rule technically remains in effect, but environmental advocates say the EPA’s retreat undermines enforcement of the rule and signals to polluters that it may be short-lived.

Shelley, with Public Citizen, believes the PM2.5 rule would have delivered the greatest health benefit of any EPA regulation affecting Texas, particularly through reductions in diesel pollution from trucks.

“I still hold out hope that it will come back,” he said.

Unraveling the climate framework

Beyond individual pollutants, the Trump EPA has moved to dismantle the federal architecture for addressing climate change.

Among the proposals is eliminating the Greenhouse Gas Reporting Program, which requires power plants, refineries, and oil and gas suppliers to report annual emissions. The proposal has drawn opposition from both environmental groups and industry, which relies on the data for planning and compliance.

Colin Leyden, Texas state director and energy lead at the nonprofit Environmental Defense Fund, said eliminating the program could hurt Texas industry. If methane emissions are no longer reported, then buyers and investors of natural gas, for example, won’t have an official way to measure how much methane pollution is associated with that gas, according to Leyden. That makes it harder to judge how “clean” or “climate-friendly” the product is, which international buyers are increasingly demanding.

“This isn’t just bad for the planet,” he said. “It makes the Texas industry less competitive.”

The administration also proposed last year rescinding the Endangerment Finding, issued in 2009, which obligates the EPA to regulate climate pollution. Most recently, the EPA said it will stop calculating how much money is saved in health care costs as a result of air pollution regulations that curb particulate matter 2.5 and ozone, a component of smog. Both can cause respiratory and health problems.

Leyden said tallying up the dollar value of lives saved when evaluating pollution rules is a foundational principle of the EPA since its creation.

“That really erodes the basic idea that (the EPA) protects health and safety and the environment,” he said.

___

This story was originally published by The Texas Tribune and distributed through a partnership with The Associated Press.

New report predicts major data center boom in Texas by 2028

data analysis

Data centers are proving to be a massive economic force in Texas.

For instance, a new report from clean energy company Bloom Energy predicts Texas will see a 142 percent increase in its market share for data centers from 2025 to 2028. That would be the highest increase of any state.

Bloom Energy expects Texas to exceed 40 gigawatts of data-center capacity by 2028, representing a nearly 30 percent share of the U.S. market. A typical AI data center consumes 1 to 2 gigawatts of energy.

“Data center and AI factory developers can’t afford delays,” Natalie Sunderland, Bloom Energy’s chief marketing officer, said in the report. “Our analysis and survey results show that they’re moving into power‑advantaged regions where capacity can be secured faster — and increasingly designing campuses to operate independently of the grid.”

“The surge in AI demand creates a clear opportunity for states that can adapt to support large-scale AI deployments at speed,” Sunderland adds.

Further evidence of the data center explosion in Texas comes from ConstructConnect, a provider of data and software for contractors and manufacturers. ConstructConnect reported that in the 12-month span through November 2025, data-center construction starts in Texas accounted for $11 billion in spending. At $12.5 billion, only Louisiana surpassed the Texas total.

Capital expenses for U.S. data centers were expected to surpass $425 billion last year, according to ratings agency S&P Global.

ConstructConnect also reports that Texas is among five states collectively grabbing 80 percent of potential data center construction starts. Currently, Texas hosts around 400 data centers, with close to 60 of them in the Houston market.

A large pool of data-center construction spending in Texas is flowing from Google, which announced in November that it would earmark $40 billion for new AI data centers in the state.

“Texas leads in AI and tech innovation,” Gov. Greg Abbott proclaimed when the Google investment was unveiled.

Other studies and reports lay out just how much data centers are influencing economic growth in the Lone Star State:

  • A study by Texas Royalty Brokers indicates Texas leads the U.S. with 17 clusters of AI data centers. The study measured the density of AI data centers by counting the number of graphics processing units (GPUs) installed in those clusters. GPUs are specialized chips built to run AI models and perform complex calculations.
  • Citing data from construction consulting company FMI, The Wall Street Journal reported that spending on construction of data centers is expected to rise 23 percent in 2026 compared with last year. Much of that construction spending will happen in Texas. In the 12 months through November 2025, the average data center cost $597 million, according to ConstructConnect.
  • Data published in 2025 by commercial real estate services company Cushman & Wakefield shows three Texas markets — Austin, Dallas and San Antonio — boast the lowest construction costs for data centers among the 19 U.S. markets that were analyzed. The mid-range of costs in that trio of markets is roughly $10.65 million per megawatt. Houston isn’t included in the data.

Although Houston isn’t cited in the Cushman & Wakefield data, it nonetheless is playing a major role in the data-center boom. Houston-area energy giants Chevron and ExxonMobil are chasing opportunities to supply natural gas as a power source for data centers, for example.

“As Houston rapidly evolves into a hub for AI, cloud computing, and data infrastructure, the city is experiencing a surge in data-center investments driven by its unique position at the intersection of energy, technology, and innovation,” says the Greater Houston Partnership.