Collide has rolled out RIGGS, a large language model for energy professionals. Photo via Getty Images

Houston-based Collide is looking to solve AI issues in the energy industry from within.

Co-founded by former oil roughneck Collin McLelland, the company has developed AI software for operators and field teams, shaped by firsthand oilfield experience. Its AI-native platform “retrieves and synthesizes data from authoritative sources to deliver accurate, cited, and energy-focused insights to oil and gas professionals,” according to the company.

“Oil and gas has a graveyard full of technology that was technically impressive and operationally useless,” McLelland tells Energy Capital. “The reason is almost always the same: the people who built it didn't understand what they were actually solving for. When you're an outsider, you see workflows and try to automate them. When you're an insider, you understand why those workflows exist—the regulatory constraints, the physical realities, the liability concerns, the trust dynamics between operators and service companies.”

Collide’s large language model, known as RIGGS, performed well in recent benchmarking results when taking a standardized petroleum engineering (SPE) exam, the company reports. The exam assesses understanding from conceptual terminology to complex mathematical problem-solving.

According to Collide, RIGGS achieved a score of 67.5 percent on a 40-question subset of the SPE petroleum engineering exam, outperforming other large language models like Grok 4 (62.5 percent), Claude Sonnet 4.5 (52.5 percent) and GPT 5.1 (4 percent).

RIGGS completed the test in 15 minutes, while Grok took two hours. Collide hopes over the next few months, RIGGS will receive a score between 75 percent to 80 percent accuracy.

The software could potentially help oil and gas companies produce accurate outputs and automate trivial workflows, which can open up valuable time for engineers and teams to work on other pressing matters, according to McLelland.

“Collide exists because we sat in those seats — we were the engineers, the operators, the field guys,” he says. ”RIGGS scoring higher on the PE exam versus the frontier labs isn't a party trick. It's evidence that the model understands petroleum engineering the way a petroleum engineer does, because it was built by people who do.”

RIGGS was trained on Collide’s Spindletop hardware and is supported by a vast library of information, as well as a reasoning engine and validation layer that uses logic to solve problems.

“Longer term, we see RIGGS as the intelligence layer that sits underneath every operator's workflow — not a chatbot you open in a browser, but something embedded in the tools engineers already use,” McLelland says. “The goal is to give every engineer the knowledge and pattern recognition of a 30-year veteran, on demand."

According to McLelland, Collide is already building toward reservoir analysis and production optimization, automated regulatory compliance (Railroad Commission filings, W-10s, G-10s), workover report generation, and engineering decision support in the field for near-term use cases. In March, Collide and Texas-based oil and gas operator Winn Resources announced a collaboration to automate the time-intensive process of filing monthly W-10 and G-10 forms with the Texas Railroad Commission, completing what’s normally a multi-hour task in under 30 minutes. Collide reports that Winn’s infrastructure now automates regulatory filings and provides real-time visibility into data gaps, which has reduced processing time by over 95 percent.

“Before Collide, I'd spend hours manually keying in filings,” Buck Crum, director of operations, said in a news release. “(In March), we had 50 wells to file and I was done in 20 minutes. It does the majority of the heavy lifting while keeping me in control. That human-in-the-loop approach saves meaningful time and gives us greater confidence in our compliance and reporting.”

Collide was originally launched by Houston media organization Digital Wildcatters as “a professional network and digital community for technical discussions and knowledge sharing.” After raising $5 million in seed funding led by Houston’s Mercury Fund last year, the company said it would shift its focus to rolling out its enterprise-level, AI-enabled solution.
Houston-based Collide plans to use its seed funding to accelerate the development of its GenAI platform for the energy industry. Photo via Getty Images.

Houston energy-focused AI platform raises $5M in Mercury-led seed round

fresh funding

Houston-based Collide, a provider of generative artificial intelligence for the energy sector, has raised $5 million in seed funding led by Houston’s Mercury Fund.

Other investors in the seed round include Bryan Sheffield, founder of Austin-based Parsley Energy, which was acquired by Dallas-based Pioneer Natural Resources in 2021; Billy Quinn, founder and managing partner of Dallas-based private equity firm Pearl Energy Investments; and David Albin, co-founder and former managing partner of Dallas-based private equity firm NGP Capital Partners.

“(Collide) co-founders Collin McLelland and Chuck Yates bring a unique understanding of the oil and gas industry,” Blair Garrou, managing partner at Mercury, said in a news release. “Their backgrounds, combined with Collide’s proprietary knowledge base, create a significant and strategic moat for the platform.”

Collide, founded in 2022, says the funding will enable the company to accelerate the development of its GenAI platform. GenAI creates digital content such as images, videos, text, and music.

Originally launched by Houston media organization Digital Wildcatters as “a professional network and digital community for technical discussions and knowledge sharing,” the company says it will now shift its focus to rolling out its enterprise-level, AI-enabled solution.

Collide explains that its platform gathers and synthesizes data from trusted sources to deliver industry insights for oil and gas professionals. Unlike platforms such as OpenAI, Perplexity, and Microsoft Copilot, Collide’s platform “uniquely accesses a comprehensive, industry-specific knowledge base, including technical papers, internal processes, and a curated Q&A database tailored to energy professionals,” the company said.

Collide says its approximately 6,000 platform users span 122 countries.

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American Airlines and Google ink record-breaking deal for cleaner jet fuel

SAF DEAL

Fort Worth-based American Airlines has sealed a record-breaking deal with tech giant Google to bolster the use of cleaner jet fuel.

The deal involves Google’s purchase of sustainable aviation fuel certificates tied to fuel that American will use at Chicago O’Hare International Airport, one of the airline’s hubs. These certificates enable companies like Google to pay for the environmental benefits of sustainable jet fuel without actually using the fuel.

American and Google say this is the largest publicly announced certificate deal between an airline and a corporate customer.

Google says environmental gains from the certificates will help it cut emissions from employees’ business travel.

The agreement covers 35 million gallons of sustainable aviation fuel over three years, resulting in a nearly 300,000 metric tons of carbon dioxide equivalent emissions. American has agreed to buy the fuel from San Antonio-based Valero.

“Our industry-leading agreement with Google is a critical step forward in reducing emissions from our operations,” Jill Blickstein, American’s chief sustainability officer, said in a news release. “By working with leaders like Google who share our commitment to innovation, we’re helping to grow demand for [cleaner jet fuel] and support the development of a stronger, more resilient market.”

Sustainable aviation fuel can reduce emissions by up to 80 percent compared with traditional jet fuel. It is made from feedstocks, like waste oil and fats, or it can be produced synthetically using captured carbon dioxide and renewable electricity.

The aviation industry accounts for about 2.5 percent of carbon dioxide emissions around the world, according to the International Energy Agency.

CenterPoint reports grid resilience updates as hurricane season begins

hurricane readiness

As hurricane season descends upon the region, CenterPoint Energy has shared the latest update on its Greater Houston Resiliency Initiative (GHRI) that’s been working to make grid upgrades and introduce weather-related tech since 2024.

As of April 2026, CenterPoint had:

  • Replaced more than 65,000 poles with stronger storm-resistant infrastructure
  • Trimmed or cleared more than 10,000 miles of vegetation
  • Undergrounded more than 500 miles of power lines
  • Installed more than 600 automation devices
  • Installed more than 150 weather stations

In May, CenterPoint announced its new Community Progress Tracker, which helps residents track electronic infrastructure improvements. In terms of other technology, CenterPoint has announced its partnership with weather, wildfire and flood modeling software Technosylva. The software is expected to help CenterPoint track weather conditions in advance to better prepare crews.

CenterPoint has also added 150 weather stations to improve weather monitoring, conducted a full-scale hurricane response exercise involving more than 400 employees and completed more than 25,000 hours of FEMA training across more than 800 employees. The company opened a new year-round Emergency Operations Center to help coordinate with emergency response partners, local and state officials, and media during major weather events.

“We are proud of the progress made in 2025, which helped deliver more than 100 million fewer outage minutes when compared to 2024, and we are determined to make even more progress in 2026 as we work toward our defining goal: building the nation's most resilient coastal grid,” Nathan Brownell, CenterPoint's vice president of resilience and capital delivery, previously said in a news release.

According to the company, the GHRI aims to improve overall grid resiliency and reliability and to reduce outages for customers. CenterPoint projects its efforts can reduce customer outages by 150 million by the end of 2026.

Energy expert: Why Houston's 100-degree days matter more than 5 years ago

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If you are a Houston native or have lived in the city since the 1980s, you likely remember when a 100-degree day was so rare it made the local news. There were heat advisory warnings, with special attention to the midday hours, because the heat exposure carried with it risks like dehydration, heat stroke and extreme exposure to UV rays.

In this new era for our city and state, 100-degree days are becoming more common. Our local weather forecasters still report on the occurrence, but we are no longer able to restrict our activities as heavily.

The climate has changed rapidly, and Texans are navigating our collective response to the increased heat that has serious implications for our health, energy supply, economy and regional life.

Houston Has Always Been Hot, But This Heat is Different

Houston has expanded exponentially in the last few decades, doubling its population from roughly 1.4 million in 1976 to 2.4 million today. When we account for the growth in the surrounding suburbs, the population boom nearly quintuples.

Houston and the surrounding suburbs now total nearly 7 million people, a huge population increase that brings greater demand for energy. This demand impacts our infrastructure, energy availability, consumer costs, workforce productivity and water supply significantly. With these additions comes more asphalt and fewer trees. With less tree cover and green space, heat gets trapped, increasing temperatures in the city.

We are not just inheriting rising temperatures; we are also building hotter cities.

100-Degree Days and The Texas Grid

I have written before about our grid capacity, changes facing Texas, and the strain that we have seen on the grid. While redundancies in the Texas grid are improving, the pace of this change continues to pose challenges for our area.

The extreme heat has now made air conditioning mandatory for a greater percentage of days during the calendar year. AC units (large and small) are no longer cycling on and off as they are designed to run; instead, most systems are running continuously to meet the needs of Texans.

Daily activities and devices, including remote work, the AI boom, physical exercise, children’s playtime, charging multiple devices, and streaming entertainment, require much more cooling than in previous generations, producing a much larger demand on the grid.

Additionally, the way Houstonians live at home has also changed. Homes across America are much larger on average than they were in the 1980’s. Also, with the rise of remote work, there is a greater need for all-day electricity in each individual household. These factors, combined with the exponential increase in the number of devices and appliances used in households, significantly affect energy demand in our region.

Of course, we’re also seeing massive usage of electricity from large business users (warehouses, data centers, and more), including empty office buildings as return-to-office is slower than expected post-pandemic.

Heat is Not the Only Culprit

As Houston is a coastal city, we not only have to contend with 100-degree temperatures, but humidity also adds an extra layer of complexity to our climate. Thanks to the humidity, temperatures stay elevated for longer periods, meaning everything is retaining heat at a higher rate and for longer than ever before.

The heat never really leaves us anymore, as we don’t have cooler nights to help balance these very hot days. The compounding effect of extreme temperatures and high humidity makes energy demand higher in our region than in places like the New Mexico desert.

Economic Impact on Our Region

Extreme heat hits Texans’ wallets long before a weather alert ever pops up. When temperatures stay above 100 degrees for days at a time, air conditioners are basically working overtime, which sends electricity bills climbing.

And the harder those systems run, the more wear and tear homeowners end up dealing with, usually at the worst possible time, like the middle of July when a boom of AC units decide to quit at once. Meanwhile, roads, transformers and other infrastructure are all under more stress than they were originally built for.

There’s also a much bigger ripple effect that people don’t always think about. When it’s dangerously hot outside, construction crews, energy workers, landscapers, and other outdoor industries simply can’t operate the same way, which slows productivity and raises safety concerns.

Cities are also spending more money on cooling centers and heat-related emergency response, and over time, all of those rising costs have a way of showing up somewhere, whether that’s insurance rates, utility costs or the price communities pay to keep up with extreme weather.

The Opportunity for Houston

Texas is becoming a real-time test case for what happens when extreme heat, rapid growth, and massive energy demand all hit at once. While problematic, it also creates a huge opportunity for Houston and the Texas energy sector to lead. If there’s any place equipped to determine what the future of energy resilience looks like, it’s the city that already powers so much of the world’s energy conversation.

And the solution isn’t just “create more electricity.” It’s about building a smarter, more flexible system overall with better grid technology, battery storage, stronger infrastructure, more efficient building, and energy systems that can handle these extreme weather swings without everything feeling stressed at once. The reality is that a lot of what Texas figures out over the next few years could become the blueprint for other cities and states across the country.

Houston is already testing some of these smarter resilience strategies, such as microgrids, stronger substations, and more flexible energy systems designed to keep critical facilities running during major storms or outages. The goal is simple: build a grid that can take a hit without everything feeling strained all at once.

Going Forward

Hotter days are here to stay. We can’t stop our lives amid the extreme heat, so we have to find ways to adapt and we have to do it quickly. If there’s one thing Texas has always done well, however, it’s innovate under pressure. The communities, companies and energy leaders that move fastest now won’t just be responding to the future, they’ll be helping define it.

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Sam Luna is director at BKV Energy, where he oversees brand and go-to-market strategy, customer experience, marketing execution, and more.