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Houston leader discusses the AI revolution in energy forecasting

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

“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

  1. 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.
  2. 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.
  3. 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.


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A View From HETI

Oxy CEO Vicki Hollub (center) is the first woman to win WPC Energy's Dewhurst Award. Photo via 1pointfive.com

Vicki Hollub, president and CEO of Houston-based Occidental (Oxy), has become the first woman to win WPC Energy’s prestigious Dewhurst Award.

Hollub is the thirteenth recipient of the award, which is considered the highest honor from WPC Energy, a global, non-advocacy, non-political nonprofit organization that promotes the sustainable management of energy and energy products. She is just the fourth U.S. winner since the award launched in 1991. Other U.S. winners include former ExxonMobil CEO Rex Tillerson; Daniel Yergin, vice chairman of S&P Global and chairman of CERAWeek; and former chairman and CEO of Chevron Kenneth Derr.

According to WPC Energy, the Dewhurst Award is given to “exceptional individuals whose leadership and contributions have had a lasting impact on the global energy industry.” It is named after Thomas Dewhurst, who organised the first WPC Energy Congress, formerly the World Petroleum Congress, in 1933.

Oxy works to advance low-carbon technologies, reduce emissions and is leading a number of energy transition projects. Its Oxy Innovation Center is housed in Houston’s The Ion.

Hollub has held a variety of roles in her 40-year career with Occidental, including chief operating officer and senior executive vice president. She also led strategic acquisitions for Occidental of Anadarko Petroleum in 2019 and CrownRock in 2024, and serves on the boards of Lockheed Martin and the American Petroleum Institute. She is one of the first women to lead a major U.S. oil and gas company.

“Vicki Hollub’s visionary leadership and unwavering dedication to innovation and sustainability have set a benchmark for excellence in our industry,” Pedro Miras, WPC Energy President, said in a news release. “She embodies the spirit of the Dewhurst Award—forward-looking, courageous and deeply committed to advancing the global energy dialogue. Her contributions continue to inspire the next generation of energy leaders.”

Hollub will receive the award in April 2026 in Riyadh, Saudi Arabia at the 25th WPC Energy Congress, where she will also present the Dewhurst Lecture.

“I am honored to be selected for the Dewhurst Award and appreciate WPC Energy recognizing our company’s achievements,” Hollub added in the release. “The Dewhurst Award reflects the collective efforts of the talented and dedicated team at Oxy, whose commitment to innovation, operational and technical excellence, and sustainability drives our success.”

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