Investors in Houston and across Texas are proving to be transformational partners to finance and grow energy hardware startups. Photo via Getty Images

Texas is a national leader in wind and solar, generating more energy in these categories than any other state since 2006 and double that of next placed California. As investment in renewable energy continues to skyrocket, the limitations of the 19th-century grid prevent the industry from realizing the benefits of this 21st-century technology.

For years, Texas has grappled with insufficient infrastructure for its current mix of energy sources, which includes surging renewables. The Alternating Current (AC) grid — the standard since the 1800s — requires matching supply and demand in real-time to maintain a stable frequency, which is complex and costly, especially with renewable energy when the sun doesn’t always shine and the wind doesn’t always blow.

Startup firms are busy developing technologies to solve this issue. For example, it’s possible to modernize the AC grid to control the voltage of the distribution network precisely, to ensure fast adjustments to demand, and to adapt to changes in supply from renewables. Enoda, a U.K.-based scale-up, is an example of an innovative company developing and delivering technology to enable the AC grid to accommodate much higher levels of renewable energy and electrification.

Equally important to these technical innovations are innovations in financing for energy startups. On two levels, investors in Houston and across Texas are proving to be transformational partners to finance and grow energy hardware startups.

1. Innovative Funding Structures

Because of the long timelines, hardware investing requires, in part, more patient capital than the typical Silicon Valley venture capital model prevalent in startup investments. Their playbook is best suited for software companies that develop new features in weeks or months. Energy hardware startups require a longer timeline because of the far greater complexity and upfront capital outlay.

Texas investment firms and family offices are, however, accustomed to investing in complex energy projects with longer development timelines. This complexity presents a high barrier to entry for competitors, which significantly increases the upside potential that risk-capital investors seek should the innovation find market traction. At the same time, up-front capital requirements have decreased considerably, making hardware more appealing to investors.

2. Visionary partnership

Attracting investors and demonstrating early-stage traction differs for hardware companies because of the lengthy pre-revenue R&D process. Software innovators can launch with a minimum viable product, gain a few early customers, and then grow incrementally. By contrast, energy hardware technology must be fully developed from launch. Each Enoda PRIME exchanger, from the first unit sold, represents a piece of critical infrastructure on which households will rely for their electricity supply for its 30-year lifespan. For venture investors who focus on software, it’s easy to assess the health of a software company based on well-established metrics related to customer growth and the cost of customer acquisition.

Hardware investing requires investors to have a much deeper understanding of the problem being solved and assess the quality of the solution objectively rather than rely on early customers for a minimum viable product. Texas investors have been quick to understand the problems that the energy industry must solve around energy balancing and keeping the frequency of a system stable in order to grow renewable energy. Why the keen insight? Because that problem is being solved today by gas power plants. A visionary investor with many years of deep industry perspective is far more likely to appreciate that than a VC firm looking across many industries based on a standard set of metrics.

Visionary partnership is precisely what energy startups need because it’s important not to evaluate the company as it is today but what it will be in five years. Hardware startups need visionary investor partners who understand the importance of parallel pathing fundamental innovation, product development and delivery, and customer development to grow and succeed. Hardware startups succeed only when they can do these things simultaneously—and require investors who can imagine a possible future and understand the path to reach it.

Changing the way investment works

Many energy startups are worthy inheritors of Houston’s bold entrepreneurial spirit that led to technological innovations like deep-sea drilling and hydraulic fracturing. They will continue to need equally bold investors who recognize the world of opportunities at their doorstep.

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Paul Domjan is the founder and chief policy and global affairs officer at Enoda. Derek Jones and Paul Morico are partners at Baker Botts.

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Houston AI energy forecasting company lands investment from Samsung Ventures

funding for forecasts

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.”

Solar surpasses coal to become ERCOT’s third-largest power source in 2025

by the numbers

Solar barely eclipsed coal to become the third biggest source of energy generated for the Electric Reliability Council of Texas (ERCOT) in 2025, according to new data.

In 2024, solar represented 10 percent of energy supplied to the ERCOT electric grid. Last year, that number climbed to 14 percent. During the same period, coal’s share remained at 13 percent.

From the largest to smallest share, here’s the breakdown of other ERCOT energy sources in 2025 compared with 2024:

  • Combined-cycle gas: 33 percent, down from 35 percent in 2024
  • Wind: 23 percent, down from 24 percent in 2024
  • Natural gas: 8 percent, down from 9 percent in 2024
  • Nuclear: 8 percent, unchanged from 2024
  • Other sources: 1 percent, unchanged from 2024

Combined, solar and wind accounted for 37 percent of ERCOT energy sources.

Looking ahead, solar promises to reign as the star of the ERCOT show:

  • An ERCOT report released in December 2024 said solar is on track to continue outpacing other energy sources in terms of growth of installed generating capacity, followed by battery energy storage.
  • In December, ERCOT reported that more than 11,100 megawatts of new generating capacity had been added to its grid since the previous winter. One megawatt of electricity serves about 250 homes in peak-demand periods. Battery energy storage made up 47 percent of the new capacity, with solar in second place at 40 percent.

The mix of ERCOT’s energy is critical to Texas’ growing need for electricity, as ERCOT manages about 90 percent of the electric load for the state, including the Houston metro area. Data centers, AI and population growth are driving heightened demand for electricity.

In the first nine months of 2025, Texas added a nation-leading 7.4 gigawatts of solar capacity, according to a report from data and analytics firm Wood Mackenzie and the Solar Energy Industries Association.

“Remarkable growth in Texas, Indiana, Utah and other states ... shows just how decisively the market is moving toward solar,” says Abigail Ross Hopper, president and CEO of the solar association.