Houston AI startup rolls out platform to reshape oil and gas workflows

AI for energy

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.

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EnergyTech Nexus has named 19 companies as Global Founding Partners. Photo via Unsplash.

Houston hub for clean energy startups names global founding partners

green team

EnergyTech Nexus, a Houston-based hub for clean energy startups, announced its coalition of Global Founding Partners last month at its Pilotathon event during Houston Energy and Climate Week.

The group of international companies will contribute financial and technical resources, as well as share their expertise with startup founders, according to a news release from EnergyTech Nexus.

“Our Global Founding Partners represent the highest standards of industrial leadership, technical expertise and commitment to innovation,” Juliana Garaizar, co-founding partner of EnergyTech Nexus, added in the release. “Their collaboration enables us to connect groundbreaking technologies with the resources, infrastructure, and markets needed to achieve global scale.”

Houston-based partners include:

Cemvita Inc.
Chevron Technology Ventures
Collide
Greentown Labs
Kauel
Oxy Technology Ventures
Revterra
Sunipro

“At Collide, we believe progress happens when the right people, data, and ideas come together. Partnering with EnergyTech Nexus allows us to support innovators with the insights and community they need to accelerate deployment at scale,” Collin McLelland, co-founder and CEO of Collide, a provider of generative artificial intelligence for the energy sector, said in the release.

"Revterra is thrilled to be a founding member of the EnergyTech Nexus community," Ben Jawdat, founder and CEO of kinetic battery technology company Revterra, added. "Building a strong network of collaborators, customers, and investors is critical for any startup — particularly when you're building novel hardware. The Energytech Nexus community has been incredible at bringing all of the right stakeholders together."

Other partners, many of which have a strong presence in Houston, include:

BBVA
EarthX
Endress+Hauser
Goodwin
Greenbackers Investment Capital
ISR Energy
Latham & Watkins LLP
Ormazabal
Repsol
STX Next
XGS Energy

Jason Ethier, co-founding partner of EnergyTech Nexus, said that partnerships with these companies will be "pivotal" in supporting the organization's community of founders and Houston's broader energy transition sector.

“The Energy and Climate industry deploys over $1.5 trillion in capital every year to meet our growing energy demands. Our global founding partners recognize that this energy must be delivered reliably, cost effectively, and sustainably, and have committed to ensuring that technology developed without our ecosystem can find a path to market through testing and piloting in real-world conditions," Ethier said. "The ecosystem they support here solidifies Houston as the global nexus for the energy transition.”

EnergyTech Nexus also recently announced a "strategic ecosystem partnership" with Greentown Labs, aimed at accelerating growth for clean energy startups. Read more here.

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.

Digital Wildcatters, founded by Collin McLelland (right) and Jacob Corley, just raised $2.5 million in funding. Photo courtesy

Houston energy workforce-focused startup raises $2.5M seed funding

cha-ching

With $2.5 million in fresh funding, Digital Wildcatters is on its way to keep empowering the evolving energy workforce.

Digital Wildcatters, a Houston company that's providing a community for the next generation of energy professionals, has closed its seed plus funding round at $2.5 million. The round by energy industry veteran Chuck Yates, who also hosts his podcast "Chuck Yates Needs a Job" on the Digital Wildcatters' podcast network.

"Our industry's survival depends on recruiting the next generation of energy workers. We must adapt to their digital, content-rich world, as we currently lag behind, like a VHS tape in a Netflix world. Digital Wildcatters is our path to modernization," Yates, based in Richmond, Texas, says in the news release.

Diamondback Energy and ProFrac also contributed to the round, which closed on December 1 and follows up on the company's $2 million seed round raised from angel investors in 2021.

The fresh funding will go toward further development and commercialization of Collide, an energy industry professional networking app, which launched this fall. The app aims to help advance and support the industry through professional development connection, job portal, and an AI-backed content search engine for industry information.

"Our mission is to empower the next generation of energy professionals to advance their careers and collaboratively address the global energy crisis," Collin McLelland, co-founder and CEO of Digital Wildcatters, says in the release. "We are incredibly grateful to have an investor base that not only believes in our vision but also supports our endeavor to craft innovative products that will redefine the future of the energy industry."

McLelland co-founded Digital Wildcatters with Jake Corley. The two started the Oil and Gas Startups podcast in 2019.

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This article originally ran on InnovationMap.

Events not to miss, a new app launches for the energy industry, and more things to know this week. Photo via Getty Images

New energy networking app, events you can't miss, and more things to know in Houston this week

Hou knew?

Editor's note: It's a new week — start it strong with three quick things to know in Houston's energy transition ecosystem. Meet the new leaders of ERCOT, an app you probably should download, and events not to miss this week.

Energy networking: There's an app for that

This Houston-based media company launched a networking platform to help solve the energy crisis. Screenshots via apps.apple.com

The Digital Wildcatters have created a platform for individuals to get their questions answered by experts and a space for companies seeking qualified talent. Collide is structured to ignite the next generation of energy innovators, as Collin McLelland, co-founder and CEO of Digital Wildcatters, tells EnergyCapital.

“If you look at what we’ve done historically with Digital Wildcatters, we’ve built an extremely engaged community of energy professionals — it’s a next generation community, very young forward thinking professionals that are working towards solving the world’s energy crisis,” McLelland says.

The roll out of Collide has been intentionally gradual, McLelland says because they want to shape the user experience based on feedback from ongoing focus groups. Currently they have about 1,000 users and are examining how they can make the app valuable to them before providing the platform to a wider audience.

McLelland says there are two major issues within the energy sector that Collide hopes to address — a lack of knowledge about energy verticals and difficulty recruiting talent.

“What we really see with our platform is being able to bring people together where if you want to find a piece of information, you need to find a subject matter expert, or if you want to find your next job, it happens on the Collide platform,” McLelland says. Read the full story.

Upcoming must-attend events to put on your radar

Two events this month the energy transition community needs to know about. Photos by Jeff Fitlow/Rice University

September 14-15 — The Ninth Annual Digitalization in Oil & Gas Conference will focus on digitalization, decarbonization, and innovation within the energy industry across five tracks: IoT, blockchain, digital twins, edge computing, and connectivity for upstream, midstream, and downstream operators.
September 21 — The Rice Alliance Energy Tech Venture Forum is an opportunity to learn about the latest emerging technologies, meet investors to seek funding, see promising companies, and more.

People to know this week

A quick who's who roundup from last week's EnergyCapital coverage. Photo via Getty Images

Missed some of EnergyCapital's news from last week? Catch up on who to know here.

The Electric Reliability Council of Texas, or ERCOT, announced a reorganization amongst its leadership. Effective September 1, four ERCOT leaders have new titles and positions: Woody Rickerson has been named to the newly created position of senior vice president and COO; Kristi Hobbs, who previously served as vice president of corporate strategy and public utility commission relations, will replace Rickerson as vice president of system planning and weatherization and will report directly to Rickerson; Betty Day, vice president of security and compliance and chief compliance officer, has assumed oversight of business continuity; and Rebecca Zerwas will serve as director of state policy and public utility commission relations, board liaison. Read the full story.
Launched in 2022, The Texas Southern University Division for Research & Innovation is spearheading the institutions efforts in attaining the highest-tier classification for research in higher education institutions. Michelle Penn-Marshall, who serves as vice president for the division, recently sat down with the Houston Energy Transition Initiative to talk about the university’s mission to become a leader in research and the long-term goals for engaging students in the energy sector and advancing the energy transition. Read the full story.
With over a billion cars currently on the road — each with four tires that will eventually end up discarded, one Houstonian is hoping to create the infrastructure to sustainably dispose of tire waste now and into the future. Vibhu Sharma founded InnoVent Renewables to establish production facilities that utilize a proprietary continuous pyrolysis technology that is able to convert waste tires, plastics, and biomass into fuels and chemicals. In a Q&A with EnergyCapital, Sharma explains his plans to sustainably impact the tire waste space and his vision for his company. Read the full story.

This Houston-based media company launched a networking platform to help solve the energy crisis. Photo via Headway/Unsplash

Houston-based, energy-focused digital media company launches networking app

Wilding out

A Houston-based media organization dedicated to covering the energy industry has officially launched the beta program of their networking app.

After producing zanily named energy podcasts like “Big Digital Energy” and “What the Funk,” Digital WIldcatters is trying to bridge the hiring gap in the energy industry. By providing a platform for individuals to get their questions answered by experts and a space for companies seeking qualified talent, Collide is structured to ignite the next generation of energy innovators. Collide is currently available for users in both the Apple App Store and Google Play Store.

Collin McLelland, co-founder and CEO of Digital Wildcatters, says he aims to expand their professional community through this networking platform. Rather than being a transition away from Digital Wildcatters’ roots as a digital media organization McLelland explains Collide is an integration of the community they have built through podcasts and events into an interactive platform.

Screenshots via apps.apple.com

McLelland says there are two major issues within the energy sector that Collide hopes to address — a lack of knowledge about energy verticals and difficulty recruiting talent. McLelland attributes the information gap to how expansive the energy sector is, incorporating beyond oil and gas, everything from renewables to lithium mining. Similarly, by zeroing in on the energy sector, McLelland believes Collide can draw upon the network of talent Digital Wildcatters has already cultivated to tackle recruiting issues.

Unlike other hiring platforms, Collide offers users the opportunity to look for information about the energy sector by integrating all of Digital Wildcatters’ podcasts and videos into a content search engine. This program is part of their DW Insight subscription product which also has a startup database with overviews of various companies, from their demos to a portal to contact them.

“We hope someday that we’ll have this knowledge base that can be searched and queried to where if you want to find out any piece of information, you’ll be able to find it on (DW Insight),” McLelland explains.

McLelland co-founded Digital Wildcatters with Jake Corley. The two started the Oil and Gas Startups podcast in 2019.

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Houston researchers develop heating method to recover critical minerals from e-waste

hot new research

Researchers at Rice University have developed a new technique to efficiently recycle electronic waste and harvest critical minerals using rapid heating.

Most electronic devices use flame-retardant plastic. The plastic is formulated from a critical metal called antimony.

However, recapturing antimony is typically a challenging task since it first has to be released from the plastic. As it is released, other compounds can form, such as organic bromides, which are toxic and difficult to capture. However, the organic bromides can also be reused and have applications in industrial chemicals when safely captured.

“Conventionally heating the plastic releases the antimony in a volatile and difficult-to-collect form as well as creating and releasing hazardous organic bromide compounds,” Leo Haoxin Ye, first author of the paper and a graduate student at Rice, said in a news release. “Other options are risky or more impractical, such as using strong acids, organic solvents or multistep treatment options.”

To address this issue, leading Rice chemistry professor James Tour, Ye and their team adapted Tour’s flash Joule heating technique, which heats materials to hundreds of degrees Celsius in milliseconds, according to Rice.

The team ground up flame-retardant plastic waste and placed it between two sheets of electrically heated carbon paper before using what’s known as isothermal-clamped flash Joule heating to release and collect the antimony.

The team found that limiting the time the plastic spent in the high temperature range dramatically reduced the production of the hazardous organic bromide compounds. The plastic remained between 200 degrees and 500 degrees Celsius for only 9.4 milliseconds, according to Rice.

Through the process, the team recovered 90 percent of antimony from tested materials and converted 83 percent of the bromide into hydrogen bromide. Their findings were published this month in the journal Nature Chemical Engineering.

“Isothermal-clamped flash Joule heating could improve the speed, safety and practicality of antimony recovery from discarded flame-retardant plastics,” Tour added in the release. “This represents an important step forward to conserving and reusing our critical antimony supply while also regenerating bromide salts for reuse.”

The study noted that the world is currently trending toward producing 82 million metric tons of flame-retardant plastic waste by 2030, which adds to the fact that e-waste is the fastest-growing solid waste stream in the world.

The research was funded by the Air Force Office of Scientific Research and the U.S. Army Corps of Engineers.

Tesla unveils new Roadster sports car, which can thrust itself in the air

Tesla Talk

Tesla has unveiled its new Roadster sports car, which can thrust itself in the air, among other engineering bells and whistles. But drivers shouldn't expect to take it for a spin anytime soon.

Elon Musk's electric car company rolled out its second-generation Roadster at a Thursday event, showing off a set of cold gas thrusters and a “multi-mode” suction system that can fling the car in the air for short spurts and spin the vehicle mid-flight.

“Turns out the future does have flying cars,” Musk, Tesla's CEO, wrote on his social media platform X shortly after.

That future could be a ways off, however, given the regulatory hurdles for flying vehicles and the tangle of state rules that still need to be met.

“I’m not sure every state is going to allow a driver in the middle of traffic to suddenly elevate himself and fly," said David Vladeck, a Georgetown Law professor and former director of the FTC’s Bureau of Consumer Protection. “There is going to be a long process to let anything like that on a road.”

Thursday's event was hosted at the Texas rocket testing and development center for SpaceX — Musk's publicly-traded rocket company — and Tesla's executives noted that they “borrowed” some SpaceX technology to get the new Roadster in the air. Beyond quick jumps and flips, Tesla also said the car can accelerate from zero to 60 miles (96.6 km) an hour in less than a second.

This launch arrived after years of delays and anticipation around the new Roadster — and Tesla shares climbed in morning trading on Friday before falling amid a sell-off in companies tied to artificial intelligence.

The wait isn't completely over. Musk said production for consumers won't begin until 2028. Tesla also didn't immediately set a price tag on its latest EV.

Tesla was taking reservations for Roadster “rocket” car purchases on its website Friday morning, though the fine print said there was no guarantee when the vehicle would be delivered — or whether it would be delivered at all.

Bryant Walker Smith, former vice chair of a Department of Transportation advisory group on innovation, was unimpressed — though he did note Musk's ability to keep Tesla's stock high.

“This was a demonstration of a one-off car using a technology around for many years and will not be coming to public roads in 2028," said Smith, a law professor at the University of South Carolina. “Tesla pretty uniquely has been able to sell itself on a future that is an order of magnitude greater than reality.”

Musk has repeatedly said that the future of driving will be autonomous — and Austin-based Tesla has focused much of its business on building out self-driving features for its vehicles and, more recently, launching its own (still limited) robotaxi business.

But the company maintains that the Roadster will be made to have humans behind the wheel, calling the EV the “best of the last human-driven cars.”

Thursday's demo was technically autonomous “to make sure we don’t kill anyone,” Musk noted. But long-term, he said, the new Roadster will be “the only manually driven car that Tesla makes.”

“This is not necessarily a safety-optimized car,” Musk later added, met by laughter from the audience. But “it takes the fun meter to 11 out of 10.”

Tesla's first Roadster was launched back in 2008. And in 2018, Musk went as far as placing one on a rocket — with a mannequin dubbed “Starman” in the driver's seat — and launching it into space.

Again, the second-generation Roadster isn't immediately hitting the market. And whether the ambitious new vehicle boosts the company's bottom line remains to be seen.

In second-quarter earnings reported over the summer, Tesla's profits fell as the company spent more on research and development for its robotaxi and robotics businesses — which cut into money made from an otherwise sharp increase in vehicle sales. Net income totaled $1.11 billion for the period, while revenue climbed to $28.24 billion.

TEX-E names New Climate Ventures as latest expert in residence

energy mentors

Texas Exchange for Energy & Climate Entrepreneurship (TEX-E) has named its latest expert in residence.

The Houston-based energy transition nonprofit recently announced that New Climate Ventures will join the newly established program. The Expert-in-Residence partnership aims to connect TEX-E Fellows with "the people and organizations shaping the future of energy and entrepreneurship," the nonprofit previously announced.

Taylor Chapman, an investment principal at New Climate Ventures, sits on TEX-E's board of directors. New Climate Ventures invests in early-stage startups building next-gen technologies in the energy, materials and fuels sectors. The venture capital firm's portfolio includes Houston-based clean energy startups like Solidec, Syzygy Plasmonics and Rheom Materials.

“If you know me, you know that I'm passionate about ensuring that my beloved hometown, Houston, is the energy capital of the future — not just of the past," Chapman said in a LinkedIn post. "TEX-E is building a key piece to ensure that's the case: a strong pipeline of graduate and college students immersed [and] versed in the world of energy [and] climate entrepreneurship."

TEX-E says the partnership with New Climate Ventures will allow its fellows opportunities to learn from investors that work with emerging companies and understand how they evaluate new technologies.

TEX-E announced Houston-based geothermal unicorn Fervo Energy and venture capital firm Mercury Fund as its first experts in residence in August. At the time, it said the partnerships would allow its fellows to network and work with Tim Latimer, CEO of Fervo; Sarah Jewett, COO of Fervo; and Blair Garrou, managing partner of Mercury Fund.

The nonprofit was founded in 2022 through partnerships with MIT Martin Trust Center for Entrepreneurship and Greentown Labs. It works with university students from six schools: Rice University, University of Houston, Prairie View A&M University, The University of Texas at Austin, Texas A&M University and MIT.

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