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 manufacturing facility breaks ground at NASA’s Johnson Space Center

making space

HITT Contracting has broken ground on NASA’s Applied Spaceflight Fabrication Facility (ASFF) at Johnson Space Center, the Washington, D.C.-based construction firm announced late last month.

The project, known as Building 70, will house a high-bay machine shop to support component production for future NASA space missions, according to HITT. The 37,625-square-foot building is the first part of a larger goal to create an engineering complex that unites assembly space, lab capabilities and manufacturing at JSC. It will consolidate machining equipment and operations that are currently spread across multiple campus buildings into one location.

The project broke ground in October at JSC’s Historic District. The Houston Business Journal reports construction is expected to wrap in August of 2028.

“This project will modernize facilities that support America’s space missions,” PJ Ross, chief financial officer at HITT, said in a LinkedIn post. “Proud of our team and partners as we begin construction that will advance aerospace testing and innovation.”

HITT Contracting is one of seven companies awarded infrastructure contracts by NASA earlier this year for work at JSC. According to NASA, the construction contracts “[support] up to $300 million in upgrades to mission‑support facilities, utilities, and equipment across the NASA Johnson campus.”

Construction Drive reports that HITT will also renovate Building 13 South on the JSC campus as part of the $300 million initiative.

“Building for precision manufacturing starts with understanding how the space needs to perform,” Todd Hudson, vice president at HITT Contracting, added in the release. “Our team brings the technical expertise and collaborative approach to deliver a facility that meets the Johnson Space Center’s needs today and supports the next generation of spaceflight innovation. We’re proud to continue our partnership with NASA.”

NASA also recently announced awards as part of its expanded Moon Base exploration, science and infrastructure capabilities. Houston-based Intuitive Machines and seven other spacetech companies, including SpaceX, Blue Origin and Firefly Aerospace, were selected to receive funding.

The awards are part of the next phase of NASA’s CLPS (Commercial Lunar Payload Services) initiative, which will grant the companies a combined total of up to $10 billion over 10 years.

Intuitive Machines and Webster-based MEI Technologies were also awarded contracts this past summer from NASA to develop robots for exploring the surface of Mars. Read more here.

Meet 6 mentors guiding Houston’s next generation of startup founders

meet the finalists

Houston’s thriving startup ecosystem is supported by a network of experienced leaders who work behind the scenes, investing their time and knowledge to help the next generation of entrepreneurs succeed.

As part of the 2026 Houston Innovation Awards, the Mentor of the Year category will honor an individual who dedicates their time and expertise to guide and support budding entrepreneurs. They support promising startups in the medical tech, digital health, clean energy, hardware sectors and more.

Read more about these businesses, their founders and their breakthrough technologies below. The 2026 winners will be announced on InnovationMap.com in mid-November.

Al Danto, Rice University

Al Danto is a senior lecturer in entrepreneurship at Rice University. He mentors undergraduate and graduate students at Rice and through the university's Liu Idea Lab for Innovation and Entrepreneurship (Lillie). He's also involved in the Houston Entrepreneurs Organization and Rice Veterans' Business Battle.

"[Mentoring] is very rewarding and fulfilling," Danto says. "[It] helps to me to pay back full circle over the incredible mentors I have had."

Eric Rubenstein, New Climate Ventures

Eric Rubenstein is managing partner at New Climate Ventures. He mentors startups through the clean energy-focused early-stage VC firm and also through the Breakthrough Energy Fellowship, Activate, Greentown Labs and Yale Ventures. Rubenstein has worked with numerous startups and Innovation Awards finalists, including Solidec, Rheom Materials, Bairitone Health, Pattern Materials and many others.

"Being a mentor is an important part of an innovation ecosystem," Rubenstein says. "Seeing founders succeed is rewarding, particularly if what they are building will meaningfully contribute to society. It is a way to give back that also builds community, as mentorship often involves introducing founders to other mentors, to potential investors and to potential customers. Just like the adage 'it takes a village' is used in reference to raising a child, the same adage applies to building a startup. That’s why we say 'let’s build.' Let’s build is inclusive because we do it together, as a community, even if the founders need to execute on a daily basis to make their vision a reality."

Jeremy Pitts, Activate

Jeremy Pitts serves as managing director of Activate Houston, which launched in Houston in 2024. He was one of the founders of Greentown Labs in the Boston area and served in a leadership role for the organization between 2011 and 2015. Through Activate, he has mentored numerous impactful startups and Innovation Awards finalists, including Solidec, Coflux Purification, Bairitone Health, Newfound Materials, Deep Anchor Solutions and others.

"Mentorship to me is all about selflessly supporting a person," Pitts says. "The person comes first--if you're not supporting the person, then their business needs don't matter. I'm there not to answer questions for people, but to help them gain the confidence and the capability to solve problems on their own. I am successful when my mentees are successful and happy, regardless of what their personal definition of success might look like."

Joe Alapat, Liongard

Joe Alapat founded and serves as chief strategy officer at Houston software company Liongard. He founded Startup Circle Houston and co-hosts Cybersecurity Circle, which both meet regularly at The Ion. He participates in Mercury Fund Day and has also mentored through Impact Hub Houston. He's worked with founders of FlowCare, Unytag, STEAM OnDemand, Lokum and many other early-stage startups.

"I compare being a mentor for startup founders to the Montessori method. ... Mentoring should not involve telling a founder what to do," Alapat says. "I see it as a founder whisperer approach that seeks to challenge the founder to think through their journey through different lenses and go on a journey of self-discovery while discovering the true market pain they are seeking to solve. The cherry on top is that the mentor gains as much as the mentee, so learning is happening for both. Ultimately, the meter of achievement with mentoring is seeing visible progress with the maturity of the founder and the degree of traction for their startup."

Kyle Judah, Rice University's Liu Idea Lab for Innovation & Entrepreneurship

Kyle Judah is the executive director of Lilie, where he mentors pre-seed student startups. He also mentors through organizations like TEX-E, Greentown Labs, Activate and previously with MassChallenge. Some of the startups he's mentored include Helix Earth Technologies, Tierra Climate, Solidec, HexaSpec, SteerBio and many others.

"[Being a mentor] means helping to ensure that the most people possible have the best shot possible at making their company a successful reality," Judah says. "It means, at its root, opening the aperture for what is possible for people, by believing in them before anyone else even understands what their ambitions are. Because belief is the most infectious thing in the world. And before digging into the work in the trenches, most times founders need to kickstart their journey by having someone from the outside believe in them, when there's no real evidence to support that belief. So I guess, mentorship is a pure form of entrepreneurial faith."

Rachel Bickham, Bickham Services Unlimited LLC

Rachel Bickham is CEO of Bickham Services Unlimited, through which she mentors founders across a range of business stages and industries. She founded the organization in 2017. Bickham also mentors through The Affirmed Entrepreneur, a mentorship platform that she also launched. In 2024, she also began mentoring through the Goldman Sachs One Million Black Women: Black in Business program. Some of the startups she has worked with included Elaine Transportation, Nakira's World and NP Skills Made Easy, among others.

"Being a mentor means helping someone see what is possible while being honest about what it will take to get there," Bickham says. "It is not about giving generic advice or telling entrepreneurs what they want to hear. Sometimes mentorship means offering encouragement, and sometimes it means asking difficult questions that help someone avoid an expensive mistake. In both situations, my responsibility is to listen, share what I have learned, and help the entrepreneur make an informed decision. ... Being a mentor also means opening doors when I can—making introductions, inviting entrepreneurs into rooms they may not have entered on their own, and helping them build relationships that can change the direction of their businesses. It also means holding them accountable for what they said they wanted to accomplish. I do not measure successful mentorship by how often someone returns to me for an answer. I measure it by whether they become more confident, more strategic, and better equipped to make decisions on their own."

3 Houston incubators and accelerators fueling the growth of local startups

Meet the finalists

It takes a village to launch a business. That's where Houston's network of incubators and accelerators can step in, providing the resources, mentorship and community needed to push a fledgling company forward.

As part of our 2026 Houston Innovation Awards, the Incubator/Accelerator of the Year category honors a local organization that is championing and fueling the growth of Houston startups.

Three incubators and accelerators have been named finalists for the 2026 award. They support startups ranging from hard-tech companies to food and youth concepts.

Read more about these organizations below. The 2026 winners will be announced on InnovationMap.com in mid-November.

Activate

Hard tech incubator Activate supports scientists in "the outset of their entrepreneurial journey." The Houston hub was introduced in 2024, and joins others in Boston, New York, and Berkley, California—where Activate is headquartered. It named its third Houston cohort this summer.

The two-year program graduated its first class of Houston fellows in 2026 and saw its first alumni IPO from Houston-based Fervo Energy, which previously participated in a Berkley cohort. Nationally, it has supported 346 fellows and 276 companies since 2015. Those companies have raised more than $6 billion in follow-on funding, according to Activate. In Houston, it has supported Houston startups like Solidec, FlowCellutions and Orbital Arc. Activate Houston is led by managing director Jeremy Pitts, who co-founded Greentown Labs in Boston. It is based out of the Ion.

Impact Hub Houston

Impact Hub Houston supports early-stage ventures at various stages of development through innovative programs that address pressing societal issues. The nonprofit organization supports social impact startups through mentorship, connections and training opportunities.

There are more than 110 Impact Hubs globally with members spanning 72 countries. Launched in 2018, Impact Hub Houston says its membership tripled by the beginning of 2026. This year brought major milestones for the community, including the launch of its Ideas to Impact Accelerator, which supported 11 founders across the health, education, food systems, civic technology and workforce development sectors. It also received funding from more than 20 international Impact Hubs to develop SYNC, a collaboration platform that 25 Impact Hubs across five continents have committed to pilot. The organization has worked with local startups including Myoviva Health, The Change Lab and INNERVERSE Inc.

MarMo Innovation

Galveston-based business incubator MarMo Innovation is focused on removing barriers to entrepreneurship. It aims to provide affordable space, education, mentorship, market access, connections and real-world opportunities that help entrepreneurs move from idea to launch to sustainable growth. The "industry-agnostic" incubator was founded in 2022 and is led by Executive Director Erica Delgadillo.

This year, the organization moved from primarily serving as a coworking and community space into a more comprehensive entrepreneurial incubator by expanding its MarMo Market, MarMo Market Jr. and Lunch LineUp programs. A major focus for MarMo is food entrepreneurship. It is developing an Incubator Kitchen, which MarMo says will support programs like its Cottage to Commercial Bootcamp and Food Biz 101. The organization also expanded its board this year and says it is diversifying its revenue through memberships, events, markets, equipment and space rentals, sponsorships, grants and new entrepreneurial programming.

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