Merab Momen, founder of AI CTO Services. Courtesy Photo

How this Houston expert helps startups turn AI hype into real impact

now streaming

Artificial intelligence is now everywhere. It is mentioned in every startup pitch deck, and every corporate roadmap claims to use it. However, many early-stage businesses struggle with the simple question, “What does AI actually mean for my business?”

In a recent podcast episode of EnergyTech Startups, Merab Momen, founder of AI CTO Services and a long time AI practitioner, explains why most founders misunderstand AI, how startups can practically apply it and why Houston is quietly becoming a serious hub for AI-driven innovation.

Filling the AI Leadership Gap

Merab’s career has spanned decades of technology transitions. He worked on neutral networks in the 1990s, constructed computer vision systems long before they were common, and helped install AI solutions inside huge industrial companies. However, he noticed a huge problem when generative AI started to explode into the mainstream-The requirement of a real partner by the founders for AI integration but inability to rely on a full-time CTO and project-based consultants.

“I really needed something which is much more engaging where I can give that partner-level advice to the founders,” he said. By giving firms on-demand access to high-level AI knowledge and expertise, his methodology enables them to analyse tools, steer clear of cost blunders and eventually transition to a permanent technology leader when the time is right.

AI is Older than Most People Think

Despite its recent rise in popularity, AI is nothing new. AI actually began in the 1950s. Merab in his conversation explained how he worked on his first AI project back in the year 1996 that worked perfectly, but the processing power wasn’t just there to make it practical. He continued how he utilized the swarm intelligence models to optimize supply chains, now referred to as MLPOs and data engineering.

From Language Models to Physical World

Much of the public conversation about AI revolves around chatbots and text generation. But Merab sees far greater potential in AI’s interaction with the physical world, especially in industrial settings. He emphasized edge computing and vision language models (VLMs) as significant advances in manufacturing and energy. This physical shift is opening doors for new opportunities for robotics, automated inspections, and industrial safety applications. Merab added that Houston is uniquely positioned for this transition.

Why Houston has an AI Advantage

Silicon Valley may dominate the AI headlines, but Merab believes Houston’s advantage lies beneath the surface. The city doesn’t lag in AI utilization; it just operates in industries where results show differently.

Machine learning isn’t new to Houston’s core industries. Energy companies, manufacturers, logistics providers, and healthcare systems have been using advanced analytics for decades. The difference lies in them innovating in industrial sectors rather than consumer technology.

What’s Next

With the AI CTO Services growing, Merab is working with startups across industries to deploy AI in practical, business-first ways.

He is more interested in assisting founders in finding answers to critical issues than following new trends.

For Houston’s energy and climate tech community, it needs to transform AI enthusiasm into real-world impact.

Listen to the full conversation with Mehrab Momin on the Energy Tech Startups Podcast to learn more.

---

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.


A new report shows the role Texas could play as the data-center sector enters "hyperdrive." Photo via JLL.com.

Texas could topple Virginia as biggest data-center market by 2030, JLL report says

data analysis

Everything’s bigger in Texas, they say—and that phrase now applies to the state’s growing data-center presence.

A new report from commercial real estate services provider JLL says Texas could overtake Northern Virginia as the world’s largest data-center market by 2030. Northern Virginia is a longtime holder of that title.

What’s driving Texas’ increasingly larger role in the data-center market? The key factor is artificial intelligence.

Companies like Google and Microsoft need more energy-hungry data centers to power AI innovations. In a 2023 article, Forbes explained that AI models consume a lot of energy because of the massive amount of data used to train them, as well as the complexity of those models and the rising volume of tasks assigned to AI.

“The data-center sector has officially entered hyperdrive,” Andy Cvengros, executive managing director at JLL and co-leader of its U.S. data-center business, said in the report. “Record-low vacancy sustained over two consecutive years provides compelling evidence against bubble concerns, especially when nearly all our massive construction pipeline is already pre-committed by investment-grade tenants.”

Dallas-Fort Worth has long dominated the Texas data-center market. But in recent years, West Texas has emerged as a popular territory for building data-center campuses, thanks in large part to an abundance of land and energy. Nearly two-thirds of data-center construction underway now is happening in “frontier markets” like West Texas, Ohio, Tennessee and Wisconsin, the JLL report says.

Northern Virginia, the current data-center champ in the U.S., boasted a data-center market with 6,315 megawatts of capacity at the end of 2025, the report says. That compares with 2,423 megawatts in Dallas-Fort Worth, 1,700 megawatts in the Austin-San Antonio corridor, 200 megawatts in West Texas, and 164 megawatts in Houston.

UH researchers have developed a thin film that could allow AI chips to run cooler and faster. Photo courtesy University of Houston.

Houston researchers develop energy-efficient film for AI chips

AI research

A team of researchers at the University of Houston has developed an innovative thin-film material that they believe will make AI devices faster and more energy efficient.

AI data centers consume massive amounts of electricity and use large cooling systems to operate, adding a strain on overall energy consumption.

“AI has made our energy needs explode,” Alamgir Karim, Dow Chair and Welch Foundation Professor at the William A. Brookshire Department of Chemical and Biomolecular Engineering at UH, explained in a news release. “Many AI data centers employ vast cooling systems that consume large amounts of electricity to keep the thousands of servers with integrated circuit chips running optimally at low temperatures to maintain high data processing speed, have shorter response time and extend chip lifetime.”

In a report recently published in ACS Nano, Karim and a team of researchers introduced a specialized two-dimensional thin film dielectric, or electric insulator. The film, which does not store electricity, could be used to replace traditional, heat-generating components in integrated circuit chips, which are essential hardware powering AI.

The thinner film material aims to reduce the significant energy cost and heat produced by the high-performance computing necessary for AI.

Karim and his former doctoral student, Maninderjeet Singh, used Nobel prize-winning organic framework materials to develop the film. Singh, now a postdoctoral researcher at Columbia University, developed the materials during his doctoral training at UH, along with Devin Shaffer, a UH professor of civil engineering, and doctoral student Erin Schroeder.

Their study shows that dielectrics with high permittivity (high-k) store more electrical energy and dissipate more energy as heat than those with low-k materials. Karim focused on low-k materials made from light elements, like carbon, that would allow chips to run cooler and faster.

The team then created new materials with carbon and other light elements, forming covalently bonded sheetlike films with highly porous crystalline structures using a process known as synthetic interfacial polymerization. Then they studied their electronic properties and applications in devices.

According to the report, the film was suitable for high-voltage, high-power devices while maintaining thermal stability at elevated operating temperatures.

“These next-generation materials are expected to boost the performance of AI and conventional electronics devices significantly,” Singh added in the release.

---

This article originally appeared on our sister site, InnovationMap.

ExxonMobil is on Fortune's first-ever AIQ ranking. Getty Images

2 Houston energy giants appear on Fortune’s inaugural AI ranking

AI Leaders

Two Houston-area energy leaders appear on Fortune’s inaugural list of the top adopters of AI among Fortune 500 companies.

They are:

  • No. 7 energy company ExxonMobil, based in Spring
  • No. 47 energy company Chevron, based in Houston

They are joined by Spring-based tech company Hewlett Packard Enterprise, No. `19.

All three companies have taken a big dive into the AI pool.

In 2024, ExxonMobil’s executive chairman and CEO, Darren Woods, explained that AI would play a key role in achieving a $15 billion reduction in operating costs by 2027.

“There is a concerted effort to make sure that we're really working hard to apply that new technology to the opportunity set within the company to drive effectiveness and efficiency,” Woods told Wall Street analysts.

At Chevron, AI tools are being used to quickly analyze data and extract insights from it, according to tech news website VentureBeat. Also, Chevron employs advanced AI systems known as large language models (LLMs) to create engineering standards, specifications and safety alerts. AI is even being put to work in Chevron’s exploration initiatives.

Bill Braun, Chevron’s chief information officer, said at a VentureBeat-sponsored event in 2024 that AI-savvy data scientists, or “digital scholars,” are always embedded within workplace teams “to act as a catalyst for working differently.”

The Fortune AIQ 50 ranking is based on ServiceNow’s Enterprise AI Maturity Index, an annual measurement of how prepared organizations are to adopt and scale AI. To evaluate how Fortune 500 companies are rolling out AI and how much they value AI investments, Fortune teamed up with Enterprise Technology Research. The results went into computing an AIQ score for each company.

At the top of the ranking is Alphabet (owner of Google and YouTube), followed by Visa, JPMorgan Chase, Nvidia and Mastercard. Aside from ExxonMobil, Hewlett Packard Enterprise, and Chevron, two other Texas companies made the list: Arlington-based homebuilder D.R. Horton (No. 29) and Austin-based software company Oracle (No. 37).

“The Fortune AIQ 50 demonstrates how companies across industry sectors are beginning to find real value from the deployment of AI technology,” Jeremy Kahn, Fortune’s AI editor, said in a news release. “Clearly, some sectors, such as tech and finance, are pulling ahead of others, but even in so-called 'old economy' industries like mining and transport, there are a few companies that are pulling away from their peers in the successful use of AI.


---

This article originally appeared on InnovationMap.com.

Weatherford International has partnered with Abu Dhabi-based AIQ to scale processes and boost efficiency with the use of AI. Photo via Getty Images

Weatherford partners with Abu Dhabi-based AI company to boost efficiency

eyes on ai

Houston-headquartered oilfield service company Weatherford International announced a strategic Memorandum of Understanding (MOU) with AIQ, an Abu Dhabi-based artificial intelligence company, to develop innovative solutions for the energy sector.

"We are excited to partner with AIQ to bring innovative, AI-driven solutions to the oil and gas industry,” Girish Saligram, president and CEO of Weatherford, said in a news release. “This strategic partnership allows us to deliver cutting-edge technologies that empower our customers to maximize their operational efficiency, enhance automation, and reduce costs. By combining our strengths, we are leading the way in helping operators modernize their workflows and achieve greater success in today's rapidly evolving energy landscape.”

The collaboration aims to use Weatherford's software and hardware solutions with AIQ's AI-driven systems. Weatherford and AIQ hope this union will significantly enhance operational efficiency across global oil and gas facilities, help operators to optimize their production workflows and reduce downtime.

The companies have developed the new Modern Edge Integration, which will combine AIQ's AI technology with Weatherford's Modern Edge program. It will enable operators to scale their work processes.

In addition, Weatherford's Universal Normalizer will work with AIQ's capabilities to combine operational and financial analysis. Customers will also now be able to procure software needs via a comprehensive industrial SaaS platform with the WFRD Software Launchpad, which can eliminate the issues associated with managing multiple systems and vendors, and provide a single point of access for all Weatherford and partner-built applications.

"This partnership marks another step in AIQ's mission to build partnerships that accelerate the deployment of impactful AI systems across the energy value chain,” Magzhan Kenesbai, Acting Managing Director of AIQ, said in a news release. “By integrating our advanced AI-driven tools with Weatherford's energy-specific technology, we are driving greater efficiencies to the industry through the development of scalable, automated applications. Together, we are set to empower operators to optimize their workflows, reduce downtime, and achieve unparalleled operational excellence.”

Ad Placement 300x100
Ad Placement 300x600

CultureMap Emails are Awesome

Woodlands-based company signs deal to develop 200 MW battery storage project

power deal

The Woodlands-based Plus Power announced this month that it has entered into a 20-year energy storage agreement with Tennessee Valley Authority (TVA), one of the largest public energy providers in the U.S.

Through the agreement, Plus Power and TVA will develop the Crawfish Creek Energy Storage project, a 200-megawatt / 800-megawatt-hour utility-scale battery energy storage facility in Jackson County, Alabama.

Construction on Crawfish Creek Energy Storage is expected to begin in 2028, and commercial operation is planned for the summer of 2029. The project will store electricity when demand is low and release it during peak periods, helping improve grid reliability, affordability, and energy security, according to a news release.

"Battery storage is essential to protecting the reliable, affordable electricity our region depends on to power next-generation technologies," Monika Beckner, TVA vice president, power supply & fuels, said in the release. "Projects like Crawfish Creek strengthen the Valley's energy security, improve our ability to manage extreme conditions, and help unleash American energy."

TVA selected Plus Power for the project in 2025 via a request for proposal to supply new capacity resources needed across the region. Plus Power currently owns and operates nine facilities that provide enhanced power reliability to Arizona, Hawaii, Maine, Massachusetts and Texas, totaling 1,650 megawatts/4,150 megawatt-hours. With this deal, Plus Power is entering its seventh state market and expanding into the Southeast.

"Plus Power is proud to support energy resilience in Jackson County and the Tennessee Valley, a key region for America's military, aerospace, and nuclear innovation," Brian Duncan, chief commercial officer at Plus Power, said in a news release. "Battery energy storage systems are flexible and millisecond-fast, making Crawfish Creek uniquely suited to meet the region's evolving needs. We are excited to partner with TVA to deliver a resource that supports economic expansion while strengthening American energy dominance and security.”

Profit for Houston-based oil companies declined in Q1, but only on paper

Money Matters

Profit for the two largest oil companies in the U.S. tumbled during the first quarter, a three-month period in which the price of crude and gasoline rocketed higher. It's a setback on paper only, however, the result of financial hedges that backfired after the U.S. and Israel launched attacks on Iran in late February.

Exxon Mobil and Chevron reported quarterly results on Friday, May 1, with adjusted profits for both companies topping Wall Street expectations. The shares of both companies, up sharply this week, ticked higher before the opening bell.

With energy prices depressed at the start of the year, Exxon Mobil and Chevron had arranged hedges to offset volatility, a standard practice in the industry. Companies and investors through hedges lock in a price in advance to protect themselves from futures swings. That can provide them with some predictability on costs.

In the aftermath of an attack by the U.S. and Israel on Iran, however, the physical delivery of oil became impossible with the Strait of Hormuz essentially closed. Exxon and Chevron cannot book gains on those hedges until the crude is physically delivered.

The near closure of the Strait of Hormuz off the coast of Iran is a flashpoint in the war and the source of much of the economic pain being felt globally. About 20% of the world’s oil passes through the strait on a typical day, but the passage has been choked off since the war began in late February.

Exxon earned $4.18 billion, or $1 per share, for the period ended March 31. A year earlier it earned $7.7 billion, or $1.76 per share. The company lost almost $4 billion in the quarter on what it called “unfavorable estimated timing effects” of its hedges.

Removing such one-time impacts, Exxon earned $1.16 per share, 9 cents better than Wall Street projections, according to a survey by Zacks Investment Research predicted. Exxon does not adjust its reported results based on one-time events such as asset sales.

Revenue totaled $85.14 billion, breezing past Wall Street's expectation of $81.49 billion.

First-quarter net production was 4.6 million oil-equivalent barrels per day. That’s down from 5 million oil-equivalent barrels per day in the previous quarter.

“If you look at the unprecedented disruption in the world’s supply of oil and natural gas, the market hasn’t seen the full impact of that yet," CEO Darren Woods said during a conference call. "So there’s more to come if the strait remains closed, why haven’t we seen those impacts manifest themselves fully in the market yet? Well, I think we all know there was a lot of water and a lot of oil in transit on the water, a lot of inventory on the water.”

Chevron reported a first-quarter profit of $2.21 billion, or $1.11 per share. It earned $3.5 billion, or $2 per share, a year earlier.

The company said that its quarter included a $360 million net loss related to a legal reserve and that foreign currency effects lowered earnings by $223 million.

Chevron's adjusted profit was $1.41 per share, easily beating the 92 cents per share Wall Street was calling for. Like Exxon, Chevron does not adjust its reported results based on one-time events such as asset sales.

The company's revenue totaled $48.61 billion, also better than expected.

Exxon and Chevron are among the big drillers reporting earnings this week. On Tuesday BP said that its first-quarter profit more than doubled.

The oil companies' results come at a time when gasoline prices in the U.S. hit new multiyear highs, a point of increasing agitation for travelers, households and also businesses that are particularly sensitive to higher energy prices.

The average price of gasoline in the U.S. hit $4.39 on Friday, according to motor club AAA, up more than 8% this week.

Inflation in the U.S. rose sharply in March, fueled by the largest jump in gas prices in six decades, according to data from the U.S. Department of Labor. The surge in gas prices has squeezed the budgets of lower- and middle-income families, making it more difficult to pay for necessities.

But it’s disrupting businesses as well, particularly those sensitive to higher fuel costs. Airlines worldwide have begun canceling flights as the war in the Middle East strains jet fuel supplies and pushes up ticket prices.

Oil prices eased on May 1, helping to steady the relatively few stock markets open worldwide on the May Day holiday.

6+ must-attend Houston energy transition events for May 2026

Mark Your Calendars

Editor's note: May is starting off strong with two of the month's largest events beginning on Monday, May 4: Enverus Evolve Conference and OTC. Mark your calendars and begin registering now.

May 4-6, 2026 — Enverus Evolve Conference

Staying ahead of the curve in the energy sector is critical. This conference is designed to equip energy leaders with foresight in the energy market, providing cutting-edge technological know-how, sessions and networking opportunities industry leaders, and offering practical guidance on how to apply technology to solve big problems.

This event begins May 4 at Marriott Marquis, Downtown Houston. Register here.

May 4-7, 2026 — OTC 2026

The world’s largest offshore energy technology event returns to Houston beginning May 4. Dr. Mohamed Irfaan Ali, president of the Co-operative Republic of Guyana, will officially open the 2026 Offshore Technology Conference, delivering the Opening Address on May 4. This year's event will be cover the theme of "Steering Offshore Energy Innovation into the Future," emphasizes the pivotal role oil and gas, along with other emerging offshore energy sources, will play in shaping a sustainable and energy-secure future.

This event begins May 4 NRG Park. Register here.

May 14, 2026 — Gulf Coast ASSP Energy Corridor Section Meeting

At this lunchtime session, Chris Garza will speak on “Demystifying Regulatory Frameworks.” This session provides a comprehensive overview of key regulatory requirements concerning air quality, water discharge, and land management. Attendees will gain actionable insights into permits, reporting obligations, pollution prevention planning, and hazardous waste management. This session demystifies regulatory frameworks and empowers businesses to meet their legal responsibilities while promoting a culture of environmental stewardship. Attendees are welcome to stay for lunch and networking after the session.

This event takes place May 14 at 960 Memorial City Way. Register here.

May 16, 2026 — Energy Valuation Conference

ASA Houston's 16th annual EVC brings together energy valuation professionals and industry thought leaders to present timely educational valuation topics, with a focus on valuation impacts in the transition of power generation from fossil fuel to non-carbon, renewables, sustainable energy

This event takes place May 16 at The Briar Club, and there will be a live webcast. Register here.

May 18-19, 2026 — Geothermal Transition Summit North America

This two-day summit serves as the meeting point for the geothermal and oil and gas industries and will focus on geothermal energy, including scaling plants and navigating state regulations. The event promises 40 expert speakers, 15 exhibition spaces, and networking opportunities with 250 industry decision makers.

This event begins May 18 at Norris Conference Center. Register here.

May 20-21, 2026 — ESF North America

ESF North America returns for its 5th edition, under the theme of “innovation and adaptation.” Attendees will explore how technology, innovation, and collaboration can drive a resilient, competitive refining and chemicals industry.

This event begins May 20 at The Westin Oaks Houston at the Galleria. Register here.