Houston AI energy forecasting company lands investment from Samsung Ventures

funding for forecasts

Amerpon will use new funding from Samsung Ventures toward its global growth and next-generation product development. Photo via amperon.co

Amperon, a Houston-based AI-powered forecasting solutions company, has received an investment for an undisclosed amount from Samsung Ventures, the corporate venture arm of Samsung Group.

According to Amperon, the funding will be put toward the company's global growth and next-generation product development. Samsung Ventures invests in emerging businesses developing technologies for the AI, advanced devices and energy-related sectors.

“Samsung Ventures’ investment is a strong validation of our mission to transform the way energy is forecasted and traded,” Sean Kelly, CEO and co-founder of Amperon, said in a news release. “Samsung’s global footprint and leadership in semiconductors, data infrastructure, and AI acceleration make them a natural fit as we expand Amperon’s reach into energy-intensive sectors like data centers. Their track record of scaling next-generation technologies aligns perfectly with our vision to build a more intelligent, resilient, and data-driven energy system.”

Amperon was founded in 2018. Its AI models combine real-time weather, consumption and market data for energy retailers, utilities and independent power producers.

Last year, the company launched its weather-informed grid demand Mid-Term Forecast (MTF), which provides users with data on electricity demand up to seven months in advance. It also secured strategic investments from Acario, the corporate venture capital and innovation division of Tokyo Gas, as well as National Grid Partners, the venture investment and innovation arm of National Grid (NYSE: NGG).

After expanding into Europe in 2024, the company has continued to see international growth, and currently operates in the U.S., Canada, Mexico, Australia, Europe and the Middle East.

“Amperon has demonstrated strong technical capabilities and global traction in a rapidly evolving energy landscape,” a spokesperson for Samsung Ventures added in the release. “Their ability to forecast and model real-time energy data at global scale positions them as a key enabler of smarter energy systems and climate resilience. We are pleased to invest in a company developing technologies that support a more sustainable and digitized world.”

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Amperon CEO Sean Kelly discuss the AI revolution in energy forecasting. Photo via LinkedIn

Houston leader discusses the AI revolution in energy forecasting

now streaming

“Forecasting isn’t just about demand anymore—it’s about net demand, accounting for the variability of renewables like wind and solar.”

This insight from Sean Kelly, co-founder and CEO of Amperon, captures the seismic shift occurring in energy forecasting. With renewables surging, grid dynamics growing more complex, and demand more unpredictable than ever, the stakes have never been higher.

On a recent Energy Tech Startups Podcast, Kelly breaks down how Amperon’s AI-driven platform is transforming the way energy providers anticipate demand, mitigate risk, and embrace renewables. Named one of the Top 50 AI Companies in the U.S. by Andreessen Horowitz, Amperon is pushing the boundaries of what’s possible in energy technology.

Here’s a closer look at Kelly’s journey, the challenges he’s tackling, and the insights driving Amperon’s success.

What problem is Amperon solving?

Why does the energy sector need better forecasting now?
The energy grid is evolving at lightning speed. With 25 gigawatts of wind and 20 gigawatts of solar in Texas alone, the focus has shifted from simple demand forecasting to net demand forecasting. It’s not just about predicting how much electricity people will use—it’s about understanding how renewables will interact with that demand.

For example, if it’s a windy day in Texas, prices drop, and the grid behaves very differently. Accurate forecasting helps providers mitigate risk, plan ahead, and prevent costly errors in buying or selling electricity.

The Amperon approach: Why AI is essential

What sets Amperon’s technology apart?
Our models retrain every hour—not every month or even daily. Since launching in 2018, we’ve been continuously learning and adapting to the grid’s behavior. This is critical because the energy sector’s complexity is increasing every day.

We also leverage data from over 10 million meters across the U.S. and Europe, giving us unmatched insights into both individual assets and entire markets. Our tech isn’t about static solutions; it’s dynamic, evolving alongside the grid.

Building for scale: A strategic playbook

How has Amperon scaled from a Houston startup to a global player?
It starts with focus. We began with a clear problem: helping Texas retailers manage risk in a deregulated market. From there, we expanded into other customer segments—traders, public utilities, independent power producers, and more.

Partnerships have been key, too. For example, Microsoft has been instrumental in connecting us with utilities through the Azure marketplace. These collaborations not only enhance credibility but also streamline access to new customers.

The Case for Better AI in Energy

Kelly believes the energy industry is overdue for a technological overhaul. While legacy companies rely on outdated models, Amperon is built on cloud-native AI systems that can handle today’s complexity.

“The challenge isn’t just predicting demand—it’s adapting to constant change,” Kelly says. “Legacy systems weren’t built for this level of complexity. AI that learns every hour is no longer optional—it’s essential.”

Lessons for Entrepreneurs

Stay Customer-Centric: Amperon’s early success came from solving a clear, urgent need for Texas energy retailers. “Product-market fit is everything,” Kelly emphasizes.
Invest in Talent: By hiring data scientists from top companies like Google and Meta, Amperon has built a team capable of tackling the hardest problems.
Leverage Partnerships: Collaborations with players like Microsoft have amplified Amperon’s reach and trust in the market.

What’s next for Amperon?

With over $30 million raised and a rapidly growing global presence, Amperon is doubling down on innovation. The company plans to expand its asset-level forecasting capabilities and deepen its presence in international markets.
“The energy transition is running through Houston,” Kelly says. “This city has the talent, the capital, and the expertise to lead the way.”

Listen to the full episode with Sean Kelly on the Energy Tech Startups Podcast here.

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Energy Tech Startups Podcast is hosted by Jason Ethier and Nada Ahmed. It delves into Houston's pivotal role in the energy transition, spotlighting entrepreneurs and industry leaders shaping a low-carbon future.

Amperon CEO Sean Kelly says that in a month, his company's tech will be live in 25 countries. Photo via LinkedIn

Houston data analytics company makes impact on energy transition, expands in European market

podcast

Sean Kelly says he didn't seek to start a clean tech company. He saw a need and opportunity for more accurate energy forecasting, and he built it.

But Amperon has made it on lists highlighting energy transition innovation on more than one occasion — and caught the eye of renewable energy giants.

"We don't brand ourselves as a clean tech company," Kelly, CEO and co-founder of Amperon, says on the Houston Innovators Podcast, "but we have four of the top six or eight wind providers who have all invested in Amperon. So, there's something there."

The technology that Amperon provides its customers — a comprehensive, AI-backed data analytics platform — is majorly key to the energy industry and the transition of the sector.

Amperon, which originally founded in 2018 before relocating to Houston a couple of years ago, is providing technology that helps customers move toward a lower carbon future.

"If you look at our customer base, Amperon is the heart of the energy transition. And Houston is the heart of the energy transition," he says.

Recently closing the company's $20 million series B round last fall led by Energize Capital, Amperon has tripled its team in the past 14 months.

With his growing team, Kelly also speaks to the importance of partnerships as the company scales. Earlier this month, Amperon announced that it is replatforming its AI-powered energy analytics technology onto Microsoft Azure. The partnership with the tech giant allows Amperon's energy sector clients to use Microsoft's analytics stack with Amperon data.

And there are more collaborations where that comes from.

"For Amperon, 2024 is the year of partnerships," Kelly says on the podcast. "I think you'll see partnership announcements here in the next couple of quarters."

Along with more partners, Amperon is entering an era of expansion, specifically in Europe, which Kelly says has taken place at a fast pace.

"Amperon will be live in a month in 25 countries," he says.

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This article originally ran on InnovationMap.

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Shell expands lower-carbon energy solutions while cutting emissions

The View from HETI

Shell’s approach to sustainable development reflects an integrated value chain perspective—reducing emissions from oil and gas production, transforming downstream businesses to offer more low-carbon solutions, and building new energy businesses at scale. The company’s 31% reduction in Scope 1 and 2 operational emissions since 2016 demonstrates that this integrated strategy delivers results.

Three Strategic Priorities Drive Progress

Leading Integrated Gas: Shell is growing its world-leading LNG business with lower carbon intensity, meeting rising demand for natural gas as a transition fuel and foundation for renewable energy integration.

Advantaged Upstream: The company is cutting emissions from oil and gas production while keeping output stable, proving that operational excellence can reduce environmental impact without sacrificing energy security.

Differentiated Downstream, Renewables, and Energy Solutions: Shell is transforming its businesses to offer more low-carbon solutions while reducing sales of traditional oil products, positioning the company for the evolving energy market.

Shell’s emissions reductions are happening across global operations:

United States: Significant emissions cuts from production assets through operational efficiency and technology deployment

Malaysia & Philippines: Emissions reduction programs at offshore operations demonstrating that low-carbon production works in diverse environments

Norway: Continued emissions intensity improvements from mature assets, showing that even older fields can decarbonize

Whale Partnership Demonstrates Innovation

Shell’s recent partnership with Chevron at the Whale deepwater asset showcases what’s possible with next-generation project design. By integrating emissions reduction strategies from the start, the partnership has lowered the greenhouse gas intensity approximately 30% over the project lifecycle relative to similar deepwater oil and gas production assets.

Shell’s strategy to deliver more value with less emissions includes climate change transition plans, mitigation actions and decarbonization levers supported by a suite of processes and greenhouse gas emission reduction targets such as:

2025 Results:

Eliminated routine flaring from upstream operations

Maintained methane emissions intensity below 0.2%

By 2030:

Halve Scope 1 and 2 emissions under operational control (vs. 2016)

Achieve near-zero methane emissions

Reduce Scope 3 net carbon intensity (NCI) by 15-20% (vs. 2016)

Cut customer emissions from oil products by 15-20% (vs. 2021)

By 2050:

Achieve net zero emissions across Scopes 1, 2, and 3

Across all strategic initiatives, Shell prioritizes trading and optimization capabilities that maximize value while minimizing emissions. This commercial approach ensures that the company’s energy transition strategy creates long-term shareholder value while advancing climate goals.

Shell is building an integrated energy business for the low-carbon future by delivering the energy products customers need today while investing in the solutions they’ll need tomorrow.

As a steering-level member of HETI, Shell exemplifies the leadership and commitment required to transform Houston’s energy sector while maintaining global energy security.

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This article originally appeared on the Greater Houston Partnership's Houston Energy Transition Initiative blog . Explore Shell’s energy transition strategy at: https://www.shell.us/about-us/sustainability.html, and read the full analysis here: https://htxenergytransition.org/wp-content/uploads/2025/08/07.18.25-HETI-Leadership-Narrative-Report-V2_pages-1-2.pdf

UH report projects $1T in new midstream infrastructure needed to power AI era

midstream report

A new study from the University of Houston estimates that the U.S. will need more than $1 trillion in new midstream energy infrastructure investment by 2052 to meet the rising energy demands from data centers in the age of artificial intelligence.

According to the report, this would average $40 billion to $48 billion per year across investments in natural gas, oil, natural gas liquids, hydrogen and CO2 infrastructure.

UH, in collaboration with the INGAA Foundation and Wood and ESMIA Consultants, released the 2025 North American Midstream Infrastructure Report, which details the needs, pipelines and associated infrastructure necessary to meet global market needs and increased energy demands. UH led the consortium that conducted the analysis. Paul Doucette, hydrogen program officer at UH, served as the principal investigator of the report.

According to the U.S. Department of Energy, data center energy consumption could reach 800 terawatt-hours annually by 2050, a roughly 167 percent increase from 300 terawatt-hours in 2025. Meanwhile, electricity generation from all energy sources is projected to reach 5,858 terawatt-hours in 2052, a 27 percent increase over current levels.

The report proposes two routes to meeting this level of demand.

The first scenario is a reference case based on current federal, state and provincial policies as of April 1, 2025. The second option presents a low-carbon scenario. The report concludes that natural gas would need to remain a “foundational component of the region’s energy system” in both scenarios.

“Meeting energy demand is a critical challenge right now, and this report quantifies the necessary midstream infrastructure and corresponding development dollars needed to meet that demand,” Hebe Shaw, executive director of the INGAA Foundation, said in a news release. “Meeting the energy needs of North America will require sustained investment and development, which must begin now to ensure a safe, reliable and affordable energy system.”

The report also identified several key midstream infrastructure requirements, including:

103,000 miles of new natural gas gathering pipelines
37,000 miles of additional natural gas transmission pipelines, which includes approximately 33,800 miles in the United States
24 million jobs over 25 years

The report adds that hydrogen, carbon capture, utilization, and storage (CCUS), and other decarbonization strategies can help meet infrastructure needs.

UH released a condensed version of the report here.

10+ must-attend Houston energy events happening in Q3 2026

Must-attend meetings

Editor's note: Q3 is here, and with it, a full slate of must-attend events for Houston energy professionals. On the agenda are exciting exhibitions, expos, week-long happenings, and more. Mark your calendars for these top Houston energy transition events taking place July to September 2026, and begin registering today. Please note: this article may be updated to include additional events.

July 15-16: Downstream USA Conference & Exhibition

Now in its 14th year, Reuters Events: Downstream USA 2026 brings together 3,000+ decision‑makers from refining, chemicals, petrochemicals, EPCs, technology providers, and more. Join the industry’s largest and most influential downstream gathering, which features more than 160 exhibition spaces to connect owner-operators and solution providers through interactive, peer-led session formats and onstage discussions.

This event begins July 15 at George R. Brown Convention Center. Register here.

July 24: Chevron Innovation Competition

The University of Houston presents the 5th Annual Chevron Innovation Commercialization Competition, a dynamic event that empowers students to transform cutting-edge energy research into real-world solutions. This event is sponsored by Chevron and coordinated by UH Energy.

The elimination round takes place July 24 at 2 pm. Find details here.

August 17-20: IMAGE '26

Co-hosted by SEG and AAPG, the International Meeting for Applied Geoscience and Energy event (IMAGE '26) is the world’s premier gathering for geoscientists, energy professionals, and industry leaders to connect and innovate. A global audience from all sectors of geosciences and energy come together in Houston to collaborate and network through a comprehensive technical program with more than 1,100 presentations, engaging panel discussions, hands-on workshops and courses, and a unique exhibition experience.

This event begins August 17 at George R. Brown Convention Center. Register here.

August 18-19: AVEVA Day Energy & EPC

AVEVA Day Energy & EPC brings together 400+ leaders and experts from the oil & gas, energy, chemicals, and EPC industries. Attendees will connect with peers facing similar challenges, learn from real customer stories, and discover how companies are accelerating operations with AI and industrial intelligence.

This event begins August 18 at Westin Houston Memorial City. Register here.

August 26-27: Texas Energy Forum 2026

Organized by U.S. Energy Stream, the 2026 conference will focuses on the theme, "AI Runs on Texas Energy: How Texas and Alberta Are Powering the AI Revolution." The forum brings together U.S. Senators, members of Congress, senior government officials, and leaders from the energy, technology, manufacturing, and financial sectors for candid discussions on the energy, infrastructure, and technological advancements required to power the AI revolution and strengthen American competitiveness.

This event begins August 26 at the Petroleum Club of Houston. Register here.

September 13-18: Houston Energy & Climate Week

Houston Energy & Climate Week is a six-day gathering that welcomes an unparalleled selection of global energy leaders and communities to the energy capital of the world for a full slate of events, from tech tours and networking to a climatetech summit and digital symposium.

This event kicks off September 13 and continues for six days. Find details here.

September 14-18 Houston Energy + Climate Startup Week

Launched in 2024, the official Houston Energy and Climate Startup Week returns for its third year, showcasing how Houston is developing and scaling real solutions by meeting growing global energy demand while reducing carbon emissions. Join leading energy and climate venture capital investors, industry leaders, and startups from around the world for this showcase of the most innovative companies and technologies that are transforming the energy industry while driving a sustainable, low-carbon energy future.

This event kicks off September 14 and continues all week. Find details here.

September 20-23: 2026 Geothermal Rising Conference

Geothermal Rising Conference is the industry’s flagship annual conference, reflecting the global nature of the geothermal industry while highlighting the width and breadth of the community. The conference offers technical, policy, and market sessions, educational seminars, tours of geothermal and renewable energy projects, and numerous networking opportunities. An additional expo showcases projects, services, and state-of-the-art technology and equipment for the geothermal community.

This event begins September 20 at Marriott Marquis Houston. Register here.

September 22-23: 2026 API Offshore Safe Lifting Conference & Expo

The 2026 API Offshore Safe Lifting Conference & Expo is your opportunity to see the latest offshore developments while sharing experiences, practices, and even information on real-life incidents. The 2026 program features two full days of technical sessions, regulatory insights, and networking focused on advancing offshore lifting safety, with keynotes, emerging technologies, and multiple networking opportunities.

This event begins September 22 at the Royal Sonesta Houston Galleria. Register here.

September 22-24: Intelligent Asset Management in Energy Summit

The Intelligent Asset Management in Energy Summit is the premier North American event dedicated to helping energy leaders unlock the full potential of their assets through advanced analytics, predictive maintenance, and integrated digital strategies. The 2026 summit will cover how innovative asset management solutions can reduce downtime, optimize performance, and deliver measurable ROI in a rapidly evolving energy landscape.

This event begins September 22 at Norris Conference Center. Register here.

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