3 ways artificial intelligence is changing Houston's future

Guest column

Artificial intelligence is changing Houston — one industry at a time. Photo via Getty Images

Artificial intelligence is the buzzword of the decade. From grocery shopping assistance to personal therapy apps, AI has sunk its teeth into every single industry. Houston is no exception to the AI boom. Enterprise-level companies and startups are already flocking to H-town to make their mark in AI and machine learning.

Since the world is generating more data every minute — 1,736 terabytes to be exact — Houston-based companies are already thinking ahead about how to make sense of all of that information in real-time. That's where AI comes in. By 2021, 80 percent of emerging technologies will have AI foundations — Houston is already ninth on the list of AI-ready cities in the world.

AI and machine learning can process large amounts of data quickly and use that data to inform decisions much like a human would. Here are three ways Houston-based companies are using these emerging technologies to revolutionize the city's future.

Health care

The health care industry is primed for AI's personalization capabilities. Each patient that doctors and nurses encounter has different symptoms, health backgrounds, and prescriptions they have to remember. Managing that amount of information can be dangerous if done incorrectly. With AI, diseases are diagnosed quicker, medications are administered more accurately, and nurses have help monitoring patients.

Decisio Health Inc., a Houston-based health tech startup has already made its mark in the healthcare industry with its AI software helping to tackle the COVID-19 pandemic. Their software, in collaboration with GE Healthcare Inc, allows health care providers to remotely monitor patients. By looking at data from ventilators, patient monitoring systems, health records, and other data sources, doctors can make better decisions about patients from a safe distance.

Climate change

Climate change isn't solved overnight. It's an issue that covers water salinity, deforestation, and even declining bee populations. With a problem as large as climate change, huge amounts of data are collected and need to be analyzed. AI can interpret all of that information, show possible future outcomes, track current weather patterns, and find solutions to environmental destruction.

One Houston-based company in the energy tech industry, Enovate Upstream, has created a new AI platform that will help digitize the oil and gas sector. Their AI-powered platform looks at data from digital drilling, digital completions, and digital production, to give oil companies real-time production forecasting. Their work will hopefully make their oil production more efficient and reduce their carbon emission output. Since oil drilling and fracking are a major cause for concern around climate change, their work will make a difference in slowing climate change and make their industry as a whole more climate-conscious.

Energy

Energy is an industry rich with data opportunities—and as Houston's energy sector grows, AI has become a core part of their work. Houston's large influence in the energy sector has primed it for AI integration from startups like Adapt2 Solutions Inc. By using AI and machine learning in their software, they hope to help energy companies make strategic predictions on how to serve energy to the public efficiently. Their work has become especially important in the wake of COVID-19 and the resulting changing energy needs.

Another Houston-based company using AI to influence the energy industry is the retail energy startup Evolve Energy. Their AI and machine learning system help customers find better prices on fluctuating renewable resource—helping them save money on electricity and reducing emissions. The positive feedback from the public on their AI model has shown how energy companies are using emerging technologies like AI in a positive way in their communities.

The bottom line

Houston is more primed than most cities to integrate AI and machine learning into every industry. While there are valid concerns as to how much we should lean on technology for necessary daily tasks, it's clear that AI isn't going anywhere. And it's clear that Houston is currently taking the right steps to continue its lead in this emerging AI market.

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Natasha Ramirez is a Utah-based tech writer.

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Houston is a top city for female entrepreneurs, according to a recent study. Getty Images

Houston named top city for female entrepreneurs, 2 local startups collaborate, and more innovation news

Short stories

Houston's innovation ecosystem has been booming with news, and it's likely some might have fallen through the cracks.

For this roundup of short stories within Houston innovation, Houston is recognized for its female-friendly business community, Texas ranks as top for gig economy, the latest Chevron investment is in nuclear energy, and more.

Houston named among top cities for female entrepreneurs

Houston ranked No. 11 on a new study on top cities for female business owners. Via fundera.com

According to a new study from Fundera, Houston ranks among the top 15 cities for female entrepreneurs in the United States. The Bayou City came in at No. 11 based on data pulled from The American Community Survey from the U.S. Census Bureau as well as the Tax Foundation. Metrics included:

  • Percent of self-employed business owners who are women — 18 percent of total score.
  • Percent of women employed in their own business — 18 percent of total score.
  • Earnings gap between male and female business owners — 18 percent of total score.
  • Housing cost as a percent of earnings for female entrepreneurs — 18 percent of total score.
  • Percent of residents with bachelor's degree, denoting high-skilled workforce — 9 percent of total score.
  • Job growth — 9 percent of total score.
  • Tax rates — 9 percent of total score.

"One of the most diverse cities in the country, Houston is also good to its women entrepreneur population," the study reads. "Its biggest strength here, however, may be in its job growth numbers, which were likely impacted by 2020's coronavirus pandemic. It remains to be seen whether the city's strong economic numbers will continue in the years to come."

Lubbock, the only other Texas city to crack the top 15, came in at No. 13.

Galen Data and Zibrio team up with new partnership

A Houston company's balance tracking technology is tapping into another Houston company's cloud technology. Photo courtesy of Zibrio

Houston-based tech companies, Galen Data and Zibrio, have announced a new medical device partnership. Zibrio's SmartScale, which can measure and track physical balance to identify an person's chance of falling, will be able to leverage the Galen CloudTM in order to securely connect data from the device with a patient's physician to support remote patient care.

"Our partnership with Zibrio is a case study in helping an early stage medical device company focus on what they do best," says Galen Data CEO Chris DuPont in a news release. "Galen Data provided outside expertise that has saved Zibrio the needless cost and burden of designing a cloud solution from scratch."

According to the release, the CDC reports that 28 percent of individuals over 65 fall each year, and falls are the leading cause of accidental death in those over 65. Amid the pandemic, the Australian PT Association found an increase in fall right of up to 30 percent.

"With COVID-19 impacting activities of older adults, it was even more critical to find a cost-effective solution to better track, manage, and analyze balance data from our SmartScale," says Zibrio founder and CEO, Katharine Forth, in the release.

IGNITE Madness startup applications close Sept. 4

Ignite Healthcare Network, a health tech startup group that promotes and advances female entrepreneurs, is closing startup applications for its October 22 and 29 event, Ignite Madness. The competition mimics a March Madness-style bracket and will be judged by 10 judges.

The brackets include:

  1. Mental /Behavioral Health
  2. Telemedicine/Remote Patient Monitoring
  3. Medical Devices
  4. Patient Engagement
  5. Employee Wellness
  6. Population Health/Analytics
  7. Femtech/Women's Health
  8. WILDCARD: Other Disruptive Solutions
Apply online for up to $300,000 in cash and prizes.

Texas named the 6th best state for freelance and gig workers

Gig workers are welcome in Texas. Screenshot via directlyapply.com

A job discovery platform, DirectlyApply, has identified the best gig economies to work in and Texas ranked as No. 6. The study looked at nine cost and job opportunity factors, which included the cost of living, the number of restaurants and attractions, the number of advertised gig roles, etc.

Texas has a reported 4,859 gig jobs and 16 gig companies operating locally, and the state sports an average gas price of $0.63 a liter and $1,422 a month to rent an apartment. New York, Florida, California, Ohio, and Illinois ranked ahead of Texas, respectively. The full study is available online.

Adapt2 Solutions recognized with award

Jason Kram is the executive vice president of Adapt2 Solutions. Photo courtesy of Adapt2 Solutions

Houston AI software company, Adapt2 Solutions, has been selected as the winner of the "Best AI Solution for Big Data" award in the 2020 AI Breakthrough Awards program conducted by AI Breakthrough. The awards recognize artificial intelligence and machine learning innovation. This year, the contest saw more than 2,750 nominations from over 15 different countries throughout the world, according to a news release.

"Energy enterprises are dealing with an increasingly complex and ever-changing landscape, including increased renewables, volatile markets, and increased pace of technology innovation for each of the commodity market," says James Johnson, managing director of AI Breakthrough, in the release.

"Adapt2 Solutions is in a unique position to support energy companies with powerful artificial intelligence technology to help their operations to automate, optimize and maintain a competitive advantage. We want to recognize this achievement by awarding them with 'Best AI Solution for Big Data' and we extend a hearty congratulations to the entire Adapt2 team on their well-deserved industry recognition."

The win comes at a strategic time for the company. Adapt2's predictive analytics models forecast unexpected fluctuations in power capacity. Amid the pandemic, this technology enables energy companies to map out demand at a time when they're balancing strained revenue and squeezed spending is paramount, Executive Vice President Jason Kram previously told InnovationMap.

"In times of disruption, big data can inform decision-making for energy companies to optimize energy-market operations with timely and reliable data," Kram says.

Houston Methodist introduces contactless temperature screening

Houston Methodist has set up over a hundred contactless temp checks across its facilities. Photo courtesy of Houston Methodist

Houston Methodist has incorporated new technology from care.ai, an AI-powered temperature monitoring platform, to conduct contactless temperature checks for visitors across 100 locations throughout eight hospitals and 36 physician clinics.

Upon entrance to designated areas, visitors stand in front of a tablet that scans an individual's temperature through the use of thermal technology aimed at the forehead. The technology aims to speed up screening measures and free up staff from the checkpoints. Should a visitor have an elevated skin temperature out of normal range, Methodist staff is contacted.

Chevron invests in nuclear fusion startup

The latest investment from CTV is in nuclear energy. Photo via chevron.com/technology/technology-ventures

Chevron's investment arm, Chevron Technology Ventures, recently announced an investment in Seattle-based Zap Energy Inc., which is working on a modular nuclear reactor. CTV sees nuclear energy as a promising avenue for innovation "across the globe access to affordable, reliable, and ever-cleaner energy," according to a news release.

"We see fusion technology as a promising low-carbon future energy source," says Barbara Burger, president of CTV, in a release. "Our Future Energy Fund investment in Zap Energy adds to Chevron's portfolio of companies we believe are likely to have a role in the energy transition."

This Series A investment is the 10th for Chevron's Future Energy Fund, which focuses on investments in companies that enable macro decarbonization, the mobility-energy nexus, and energy decentralization.

"Our Future Energy Fund investments provide us with strategic insight into power generation markets and potentially disruptive impacts of innovative approaches, like fusion, geothermal, wind, and solar, on the conventional power value chain," says Burger.

Houston-based Adapt2 Solutions has created AI-backed technology to help energy companies make strategic predictions in these unprecedented times. Getty Images

Houston startup uses AI and data to predict energy usage across sectors

crystal ball

Among the many complications presented by the coronavirus pandemic is coping with power needs. Movie theaters, malls, schools, and stadiums are among the places where energy use has been uneven at best. And the unevenness promises to continue as a lot of locations turn the lights back on but their operating hours remain in flux.

Houston-based Adapt2 Solutions Inc. believes its software can help energy companies power their way through the pandemic-driven haziness of power demand from commercial and residential customers.

"Today's energy companies need the speed and flexibility that cloud-native technology provides to fully leverage the massive amounts of data available to them," Jason Kram, executive vice president of Adapt2 Solutions, said in a December 2019 release.

Kram says that by capitalizing on artificial intelligence, machine learning, and cloud computing, his company's predictive analytics models forecast unexpected fluctuations in power capacity. Amid the pandemic, this technology enables energy companies to map out demand at a time when they're balancing strained revenue and squeezed spending is paramount, according to Kram.

Armed with this forecast data, Adapt2 Solutions' customers — including utility companies, energy traders, and power generators — can more easily plot power production, sales, and purchases, Kram tells InnovationMap. This data can be applied to conventional power, renewable energy, and battery-stored power.

"In times of disruption, big data can inform decision-making for energy companies to optimize energy-market operations with timely and reliable data," Kram says.

Adapt2 Solutions' load forecasting feature generates the predictive analytics models. This feature is embedded within the company's Adapt2 Bid-to-Bill flagship product, which helps energy companies manage front-office and back-office operations. Its other products are Adapt2 Green, designed for the renewable energy market, and Adapt2 Trade-to-Tag, aimed at improving management of energy trades.

"With Adapt2's AI-enabled solutions, we strive to help more customers focus on their core operations and bring business units together on a single platform to create an integrated approach," Kram says.

The company's customers include Consolidated Edison Inc. (ConEd), Duke Energy Corp., the East Kentucky Electric Cooperative, Exelon Corp., Invenergy LLC, Sempra Energy, the Tri-State Generation and Transmission Association, Tyr Energy LLC, and Vistra Energy Corp.

Adapt2 Solutions employs about 40 people, Kram says, and plans to grow its revenue and headcount by 25 percent to 40 percent this year. He says Adapt2 Solutions has managed to turn a profit even though it hasn't taken any outside funding since Francisco Diaz founded the company in 2008.

In March, Inc. magazine placed Adapt2 Solutions at No. 222 on its inaugural list of the fastest-growing private companies in Texas. The company's revenue shot up 72 percent from 2016 to 2018.

"The growth in our business reflects a growth in our customers' business, further validating that we have taken the right steps to help energy enterprises better respond to market and technology changes," Diaz said in a March release.


Jason Kram is the executive vice president of Adapt2 Solutions. Photo courtesy of Adapt2 Solutions

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New Rice Brain Institute partners with TMC to award inaugural grants

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The recently founded Rice Brain Institute has named the first four projects to receive research awards through the Rice and TMC Neuro Collaboration Seed Grant Program.

The new grant program brings together Rice faculty with clinicians and scientists at The University of Texas Medical Branch, Baylor College of Medicine, UTHealth Houston and The University of Texas MD Anderson Cancer Center. The program will support pilot projects that address neurological disease, mental health and brain injury.

The first round of awards was selected from a competitive pool of 40 proposals, and will support projects that reflect Rice Brain Institute’s research agenda.

“These awards are meant to help teams test bold ideas and build the collaborations needed to sustain long-term research programs in brain health,” Behnaam Aazhang, Rice Brain Institute director and co-director of the Rice Neuroengineering Initiative, said in a news release.

The seed funding has been awarded to the following principal investigators:

  • Kevin McHugh, associate professor of bioengineering and chemistry at Rice, and Peter Kan, professor and chair of neurosurgery at the UTMB. McHugh and Kan are developing an injectable material designed to seal off fragile, abnormal blood vessels that can cause life-threatening bleeding in the brain.
  • Jerzy Szablowski, assistant professor of bioengineering at Rice, and Jochen Meyer, assistant professor of neurology at Baylor. Szablowski and Meyer are leading a nonsurgical, ultrasound approach to deliver gene-based therapies to deep brain regions involved in seizures to control epilepsy without implanted electrodes or invasive procedures.
  • Juliane Sempionatto, assistant professor of electrical and computer engineering at Rice, and Aaron Gusdon, associate professor of neurosurgery at UTHealth Houston. Sempionatto and Gusdon are leading efforts to create a blood test that can identify patients at high risk for delayed brain injury following aneurysm-related hemorrhage, which could lead to earlier intervention and improved outcomes.
  • Christina Tringides, assistant professor of materials science and nanoengineering at Rice, and Sujit Prabhu, professor of neurosurgery at MD Anderson, who are working to reduce the risk of long-term speech and language impairment during brain tumor removal by combining advanced brain recordings, imaging and noninvasive stimulation.

The grants were facilitated by Rice’s Educational and Research Initiatives for Collaborative Health (ENRICH) Office. Rice says that the unique split-funding model of these grants could help structure future collaborations between the university and the TMC.

The Rice Brain Institute launched this fall and aims to use engineering, natural sciences and social sciences to research the brain and reduce the burden of neurodegenerative, neurodevelopmental and mental health disorders. Last month, the university's Shepherd School of Music also launched the Music, Mind and Body Lab, an interdisciplinary hub that brings artists and scientists together to study the "intersection of the arts, neuroscience and the medical humanities." Read more here.

Your data center is either closer than you think or much farther away

houston voices

A new study shows why some facilities cluster in cities for speed and access, while others move to rural regions in search of scale and lower costs. Based on research by Tommy Pan Fang (Rice Business) and Shane Greenstein (Harvard).

Key findings:

  • Third-party colocation centers are physical facilities in close proximity to firms that use them, while cloud providers operate large data centers from a distance and sell access to virtualized computing resources as on‑demand services over the internet.
  • Hospitals and financial firms often require urban third-party centers for low latency and regulatory compliance, while batch processing and many AI workloads can operate more efficiently from lower-cost cloud hubs.
  • For policymakers trying to attract data centers, access to reliable power, water and high-capacity internet matter more than tax incentives.

Recent outages and the surge in AI-driven computing have made data center siting decisions more consequential than ever, especially as energy and water constraints tighten. Communities invest public dollars on the promise of jobs and growth, while firms weigh long-term commitments to land, power and connectivity.

Against that backdrop, a critical question comes into focus: Where do data centers get built — and what actually drives those decisions?

A new study by Tommy Pan Fang (Rice Business) and Shane Greenstein (Harvard Business School) provides the first large-scale statistical analysis of data center location strategies across the United States. It offers policymakers and firms a clearer starting point for understanding how different types of data centers respond to economic and strategic incentives.

Forthcoming in the journal Strategy Science, the study examines two major types of infrastructure: third-party colocation centers that lease server space to multiple firms, and hyperscale cloud centers owned by providers like Amazon, Google and Microsoft.

Two Models, Two Location Strategies

The study draws on pre-pandemic data from 2018 and 2019, a period of relative geographic stability in supply and demand. This window gives researchers a clean baseline before remote work, AI demand and new infrastructure pressures began reshaping internet traffic patterns.

The findings show that data centers follow a bifurcated geography. Third-party centers cluster in dense urban markets, where buyers prioritize proximity to customers despite higher land and operating costs. Cloud providers, by contrast, concentrate massive sites in a small number of lower-density regions, where electricity, land and construction are cheaper and economies of scale are easier to achieve.

Third-party data centers, in other words, follow demand. They locate in urban markets where firms in finance, healthcare and IT value low latency, secure storage, and compliance with regulatory standards.

Using county-level data, the researchers modeled how population density, industry mix and operating costs predict where new centers enter. Every U.S. metro with more than 700,000 residents had at least one third-party provider, while many mid-sized cities had none.

ImageThis pattern challenges common assumptions. Third-party facilities are more distributed across urban America than prevailing narratives suggest.

Customer proximity matters because some sectors cannot absorb delay. In critical operations, even slight pauses can have real consequences. For hospital systems, lag can affect performance and risk exposure. And in high-frequency trading, milliseconds can determine whether value is captured or lost in a transaction.

“For industries where speed is everything, being too far from the physical infrastructure can meaningfully affect performance and risk,” Pan Fang says. “Proximity isn’t optional for sectors that can’t absorb delay.”

The Economics of Distance

For cloud providers, the picture looks very different. Their decisions follow a logic shaped primarily by cost and scale. Because cloud services can be delivered from afar, firms tend to build enormous sites in low-density regions where power is cheap and land is abundant.

These facilities can draw hundreds of megawatts of electricity and operate with far fewer employees than urban centers. “The cloud can serve almost anywhere,” Pan Fang says, “so location is a question of cost before geography.”

The study finds that cloud infrastructure clusters around network backbones and energy economics, not talent pools. Well-known hubs like Ashburn, Virginia — often called “Data Center Alley” — reflect this logic, having benefited from early network infrastructure that made them natural convergence points for digital traffic.

Local governments often try to lure data centers with tax incentives, betting they will create high-tech jobs. But the study suggests other factors matter more to cloud providers, including construction costs, network connectivity and access to reliable, affordable electricity.

When cloud centers need a local presence, distance can sometimes become a constraint. Providers often address this by working alongside third-party operators. “Third-party centers can complement cloud firms when they need a foothold closer to customers,” Pan Fang says.

That hybrid pattern — massive regional hubs complementing strategic colocation — may define the next phase of data center growth.

Looking ahead, shifts in remote work, climate resilience, energy prices and AI-driven computing may reshape where new facilities go. Some workloads may move closer to users, while others may consolidate into large rural hubs. Emerging data-sovereignty rules could also redirect investment beyond the United States.

“The cloud feels weightless,” Pan Fang says, “but it rests on real choices about land, power and proximity.”

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This article originally appeared on Rice Business Wisdom. Written by Scott Pett.

Pan Fang and Greenstein (2025). “Where the Cloud Rests: The Economic Geography of Data Centers,” forthcoming in Strategy Science.

Houston climbs to top 10 spot on North American tech hubs index

tech report

Houston already is the Energy Capital of the World, and now it’s gaining ground as a tech hub.

On Site Selection magazine’s 2026 North American Tech Hub Index, Houston jumped to No. 10 from No. 16 last year. The index relies on data from Site Selection as well as data from CBRE, CompTIA and TeleGeography to rank the continent’s tech hotspots. The index incorporates factors such as internet connectivity, tech talent and facility projects for tech companies.

In 2023, the Greater Houston Partnership noted the region had “begun to receive its due as a prominent emerging tech hub, joining the likes of San Francisco and Austin as a major player in the sector, and as a center of activity for the next generation of innovators and entrepreneurs.”

The Houston-area tech sector employs more than 230,000 people, according to the partnership, and generates an economic impact of $21.2 billion.

Elsewhere in Texas, two other metros fared well on the Site Selection index:

  • Dallas-Fort Worth nabbed the No. 1 spot, up from No. 2 last year.
  • Austin rose from No. 8 last year to No. 7 this year.

San Antonio slid from No. 18 in 2025 to No. 22 in 2026, however.

Two economic development officials in DFW chimed in about the region’s No. 1 ranking on the index:

  • “This ranking affirms what we’ve long seen on the ground — Dallas-Fort Worth is a top-tier technology and innovation center,” said Duane Dankesreiter, senior vice president of research and innovation at the Dallas Regional Chamber. “Our region’s scale, talent base, and diverse strengths … continue to set DFW apart as a national leader.”
  • “Being recognized as the top North American tech hub underscores the strength of the entire Dallas-Fort Worth region as a center of innovation and next-generation technology,” said Robert Allen, president and CEO of the Fort Worth Economic Development Partnership.

While not directly addressing Austin’s Site Selection ranking, Thom Singer, CEO of the Austin Technology Council, recently pondered whether Silicon Hills will grow “into the kind of community that other cities study for the right reasons.”

“Austin tech is not a club. It is not a scene. It is not a hashtag, a happy hour, or any one place or person,” Singer wrote on the council’s blog. “Austin tech is an economic engine and a global brand, built by thousands of people who decided to take a risk, build something, hire others, and be part of a community that is still young enough to reinvent itself.”

South of Austin, Port San Antonio is driving much of that region’s tech activity. Occupied by more than 80 employers, the 1,900-acre tech and innovation campus was home to 18,400 workers in 2024 and created a local economic impact of $7.9 billion, according to a study by Zenith Economics.

“Port San Antonio is a prime example of how innovation and infrastructure come together to strengthen [Texas’] economy, support thousands of good jobs, and keep Texas competitive on the global stage,” said Kelly Hancock, the acting state comptroller.

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