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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From a Houston startup exit to the growth of a Rice University startup, here's the short stories of Houston innovation news you may have missed. Pexels

Houston energy company exits, 3 recent investments from local fund, 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, Texas Halo Fund makes three new investments, a Houston energy company exits, a growing Rice University startup gets grants, and more.

Octopus Energy acquires Houston-founded Evolve Energy

The $5 million deal means a new focus on Texas for the new parent company. Photo via evolvemyenergy.com

London-based renewable energy company Octopus Energy announced that it's acquired Houston-founded Evolve Energy in a $5 million deal, which represents Octopus's $100 million expansion into the United States market.

Octopus, which reached Unicorn status with a $1 billion valuation in April, will start its expansion in Texas, according to a news release, operating under the new name Octopus Energy US. Evolve Energy, which was founded in 2018 by Michael Lee, is a Texas-based Capital Factory portfolio company and finished first place in the 2019 EarthX startup competition. The company also has a Silicon Valley office, in addition to its local operation in Houston's Galleria area.

"Octopus Energy is inspirational in growing a customer base of over 1 million households in just four years. It has done so while also achieving customer satisfaction scores similar to Netflix and Amazon. It matches our aspiration for innovation and we're thrilled to be part of the Octopus family," says Lee in the release. "The US energy market is rapidly moving towards ultra-low cost renewable energy and is prime for a true digital transformation."

Texas Halo Fund makes three new investments

Texas Money

Here are the three latest investments from Texas Halo Fund. Getty Images

Houston-based Texas Halo Fund has made three recent investments in August and September.

  • Nexus AI, based in Chicago, the workforce management tech company uses artificial intelligence and organizational behavioral science to predict the best teams or individuals for a project on the startup's cloud-based platform.
  • Rellevate is a Connecticut-based digital fintech company that optimizes employer-based digital account and financial services.
  • MFB Fertility, a Colorado company, has created game-changing at-home test stripts for assaying the hormone progesterone branded as Proov.

Rice University program seeking data projects

The Rice D2K Lab wants to help startups and small businesses solve business concerns with data science. Photo courtesy of Rice

Adata-focused lab at Rice University is seeking data challenges for its group of next generation of data scientists to solve. The Rice D2K Lab is looking for sponsors for its Rice D2K Capstone project in Spring 2021. Rice's D2K Capstone program forms interdisciplinary teams of advanced undergraduate and graduate students to solve pressing real-world data science challenges. The program is accepting project proposals for the Spring 2021 semester through Monday, October 19.

Click here to learn more about the program, and click here to get involved.

California startup joins Chevron's Catalyst Program

CTV has a new startup in its Catalyst Program. Photo via Getty Images

Houston-based Chevron Technology Ventures announced that Oakland, California-based Brimstone Energy Inc. has joined CTV's Catalyst Program to continue its development of its decarbonization platform, which focuses on the generation of low-emissions hydrogen, as well as various commodity products, according to a release.

"Brimstone Energy is excited to be supported by Chevron, a multi-national industrial company," says Cody Finke, Ph.D., co-founder and CEO of Brimstone Energy, in the release. "It is good to see Chevron continue to back companies with decarbonization in their mission."

Rice University-born startup racks up $12.5 million in grants

OpenStax is growing its access to free online textbooks. Image via openstax.org

Rice University's OpenStax is able to greatly expand its library of free online textbooks thanks to new grants totaling $12.5 million. The funds derive from Bill & Melinda Gates Foundation, the William and Flora Hewlett Foundation, the Charles Koch Foundation and the Stand Together community, according to a press release from Rice.

The new funds will more than double OpenStax's files from 42 books to 90. Already, the platform has saved 14 million students around the world more than $1 billion.

"Nine years ago, we dreamed about solving the textbook affordability and access crisis for students," says Richard Baraniuk, the Victor E. Cameron Professor of Electrical and Computer Engineering at Rice and founder and director of OpenStax, in the release. "Now, with this tremendous investment in open education, we will be able to not only accelerate educational access for tens of millions of students but also drive innovation in high-quality digital learning, which has become commonplace due to COVID-19."

OpenStax is planning to raise $30 million for continued library expansion as it aims to lower the barrier to higher education.

Houston-based Evolve Energy uses a subscription-based wholesale energy plan to help its customers find better prices for more sustainable resources. Photo via evolvemyenergy.com

AI-backed retail energy startup based in Houston prepares to grow its technology

new tech

A wholesale retail energy startup based in Houston is preparing to scale its artificial intelligence-backed business based on its positive customer feedback

Evolve Energy uses AI and machine learning to optimize energy usage, providing customers with the best wholesale energy prices on fluctuating renewable resources.

"We want to help our customers save a significant amount of money on electricity costs and help them decarbonize the grid," CEO Michael Lee tells InnovationMap."There's been a serious of emerging events that enable us to do both at the same time, it's no longer a choice."

Evolve Energy, founded in 2018, sells wholesale electricity at cost to residential customers in Texas, charging a $10 monthly subscription fee plus the cost of wholesale electricity. Using their AI technology, they predict when price surges are likely and determine how much energy the customer needs to hit the parameters set on the app by the customer and usage history. The customer does not need to do anything but pair Evolve with their smart thermostat.

According to Lee, this enables customers to continue to use the same volume of electricity but cut their bill by 40 percent over the course of a year. Evolve uses a different business model, positioning itself not as energy providers but as efficient energy managers, passing their wholesale rate with no markup for even more savings to the customer.

"It builds a lot of trust between the customer and the supplier, they truly see that our incentive is to save them money and not to sell them any more power," Lee says.

With the increasing trend of electrification, Lee sees the role of energy companies grow in importance. This gives energy managers like Evolve a magnified role as machine learning and AI becomes imperative to shift consumption when renewables are cheaper on the grid.

Evolve is backed by several investors including Matt Rogers, the original co-founder of Nest thermostats through his investment platform, Incite; Urban-X funded by BMW MINI which focuses on smart applications; and the Austin-based startup accelerator and investor, Capital Factory.

The company has been officially on the market for the past two months, but it's already working on deploying capital to build in features requested by customers. Evolve expects significant growth in the next few years due to its highly scalable model.

"I'm just glad we could create a product that no longer makes it a choice between reducing emissions and saving money," Lee says.

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7+ can't-miss Houston business and innovation events for November

where to be

Editor's note: From life sciences to space and energy, Houston's most notable sectors will host signature conferences and opportunities to connect this month. Here’s what not to miss in November and how to register. Please note: this article may be updated to add more events.

Nov. 4 — Startup Heat Simulation

Build a team and simulate fundraising, team building, resource allocation and go-to-market decisions that real founders face in their startup journey. This in-person simulation event helps prepare participants for when the stakes are real.

This event is Wednesday, Nov. 4, from 9 a.m.-noon at the Ion. Register here.

Nov. 9 — HAN Life Science Kick-off

Houston Angel Network will host this engaging event focused on AI in the clinical space. Expect panel discussions, networking and pitches from HAN portfolio companies. Dr. Peter Pisters, former president of M.D. Anderson, will deliver a keynote address.

This event is Monday, Nov. 9, from 4-8 p.m. at the Texas A&M School of Engineering and Medicine. Register here.

Nov. 10 — Texas Life Science Forum

Rice Alliance and BioHouston will host the 15th annual Texas Life Science Forum this month, bringing together industry, emerging life science companies, academics and investors. Nearly 50 companies will present their novel concepts during the event. Michael Tores, founder and former CEO of CrossBridge Bio, will be featured in a fireside chat. Dr. Arthur Sands, president and CEO of Nurix, will present the keynote address.

This event is Tuesday, Nov. 10, from 4-5:15 p.m. at Rice University's McNair Hall. Register here.

Nov. 11 — Envision 2026: Clinical Research, Reimagined

TMCi's annual Envision conference returns this month. This year, the event will take a look at what sets Houston apart as a hub for clinical research and how TMC is exploring strategies to address the roadblocks Houston and Texas face in clinical trial efficiency.

This event is Wednesday, Nov. 11, from 3:30-6 p.m. at TMC Innovation Factory. Register here.

Nov. 11 — First Principles: Inside the Texas A&M Space Institute

Dr. Rob Ambrose, associate director of the Texas A&M Space Institute, will present on the Texas A&M Space Institute's planned 400,000-square-foot facility at NASA’s Exploration Park at the latest installment of this series. A moderated Q&A will follow.

This event is Wednesday, Nov. 11, from 3:30-6 p.m. at TMC Innovation Factory. Register here.

Nov. 12 — Technology Transfer Thursdays

Join for the third installment of Tech Transfer Thursdays, hosted by Rice University's Office of Technology Transfer. The event series focuses on how emerging university research can become commercial ventures. This month's event will focus on artificial intelligence and quantum computing. Stick around after for a community happy hour.

This event is Thursday, Nov. 12, from 5:30-7 p.m. at the Ion. Register here.

Nov. 12 — Transition on Tap

Greentown Labs’ signature networking event returns in November to foster conversations and connections within Houston's climate and energy transition ecosystem. Entrepreneurs, investors, students, philanthropists and more are invited to attend, meet colleagues, discuss solutions and engage with the growing community.

This event is Thursday, Nov. 12, from 5:30-7 p.m. at Greentown Labs. Register here.

Nov. 18-19 — American Data Centers & AI Conference and Exhibition 2026

Set to redefine the intersection of energy and digital infrastructure, the American Data Centers & AI Conference and Exhibition convenes in Houston for its second annual event. The event will address the increasing demand for high-performance computing and the sustainable development of AI infrastructure, which requires significant power. Participants can expect to learn about practical solutions in energy integration, modern data center design, and scalable approaches. The agenda includes presentations from leading experts, demonstrations of new technologies for thermal management and grid optimization, and detailed discussions on AI's environmental impact and how to reuse generated heat.

This event begins Nov. 18 at the DoubleTree Hotel at Greenway Plaza. Register here.

Houston tops best cities for small biz expansion and more innovation news

Trending News

Editor's note: The top innovation news in recent weeks finds Houston at the top of the pack for small business friendliness, as well as a new facility at Generation Park. Plus, an innovative air taxi network will land in Texas next year. Below are the most-read InnovationMap stories published Oct. 14-31, 2026.

Houston ranks high on best cities for small-business expansion report

For small businesses looking to expand, Houston might be the right place. Among 56 major U.S. metros, Houston grabbed the No. 6 spot on a new list of the metros boasting the strongest environments for small-business expansion. A 2025 report from the state comptroller’s office showed roughly 970,000 small businesses operate in the 13-county Gulf Coast region. The region includes the majority of the Houston metro area. Continue reading.

Generation Park lands new facility to scale xeno-organ production

Maryland-based United Therapeutics Corp. has opened a new 77,448-square-foot facility to manufacture xeno-organs in Northeast Houston’s growing biotech hub, Generation Park. The new Houston location is United Therapeutics’ third Designated Pathogen-Free (DPF) site, named for transplant pioneers Dr. Bartley P. Griffith and Dr. Robert A. Montgomery. The company says the new facility will enable it to scale commercial production of its xeno-organs once they receive regulatory approval. Continue reading.

Air taxi network to land in 'Texas triangle' of Houston, Austin, DFW next year

San Jose, California-based aerospace company Archer Aviation is bringing its air-taxi system to the “Texas triangle” of Houston, Austin and Dallas-Fort Worth. Currently, the planned zero-emission electric air taxi networks will use Archer’s Midnight air taxi to “turn 60- to 90-minute drives to major airports, business districts and major destinations into 10- to 20-minute flights,” the company said. Archer plans to begin flights in the Texas triangle next year. Continue reading.

Rice University launches AI initiative, plans to hire 75 faculty

Houston’s Rice University announced a university-wide artificial intelligence initiative this week that includes hiring 75 new AI-focused faculty. It also shared new details about its planned state-of-the-art facility, The Arc. Fresh off the announcement of Rice’s new Master of Artificial Intelligence (MAI) coming next fall, the university shared that it plans to expand its AI-related courses and be a “global leader in advanced computing and responsible AI.” Continue reading.

Houston's Rice University named the No. 1 best Texas college for 2027

Rice ranks No. 1 in Texas on new 2027 list. Rice University/Facebook

With early application season in full swing, a local university is racking up accolades on a new list of the 10 best Texas colleges for 2027. Rice University topped the list as the No. 1 best university in Texas in WalletHub's annual "College & University Rankings" report, showing Houston students don't have to travel out of state to earn a top-notch degree. Continue reading.

7 finalists compete to be crowned Houston's 2026 Startup of the Year

Cast Your Vote

Each year, the Houston Innovation Awards program recognizes the best and brightest in the local innovation community. And while most of the award winners are selected by our esteemed panel of judges, one winner is determined by you.

Voting is now open for our people's choice award: 2026 Startup of the Year. Seven exceptional finalists are in the running for the title, and your votes will determine who wins.

From innovative platforms benefiting the education, commerce, health, investment and IT sectors to next-gen memory technology and improvements for robotic supply chains, these startups are making an impact in Houston and beyond.

Read about our Startup of the Year finalists and their missions and achievements below, then cast your vote. You can vote once per day through Nov. 13, so make your voice heard.

The winner, along with the winners in all other categories, will be revealed in mid-November right here on InnovationMap.com. Stay tuned.

FluxWorks

FluxWorks

Fluxworks is aiming to shape the future of the robotic supply chain with its flagship Celestial Gear. The magnetic gearbox offers a contactless design that leads to less wear, debris and maintenance. In 2026, Fluxworks closed a $5 million seed round to scale the product.

IronLattice

IronLattice

IronLattice is developing next-generation, ferroelectric memory technology for AI and high-performance computing workloads. In June 2026, the company closed a $3 million angel round. It began wafer production this fall, with its first working device targeted for completion in spring 2027.

Lumino

Lumino

Lumino is a unified commerce ecosystem and payments platform designed to provide businesses with the technology, payments infrastructure, intelligence and tools they need to grow while creating impact in their communities. Lumino publicly launched its platform in 2026 in Houston and is rolling out its next stage of global expansion.

Progress Report

Progress Report is a K-12 learning-intelligence platform designed to go beyond identifying that a student is struggling. It traces performance to learning gaps and prerequisite skills, helping educators understand where a student is struggling and what may be causing it. Progress Report recently released a fully built production platform and launched pilots with 35 educators and 200 students across Texas and Arizona.

Rosarium Health

Rosarium Health is a platform that coordinates the full process for home accessibility upgrades and modifications for seniors and people living with disabilities. In 2026, the startup announced $6 million in seed funding and scaled to a national network of 800-plus clinicians and 3,000-plus contractors.

Thread

Thread

Thread is building an AI-powered service desk platform for Managed Service Providers (MSPs). Its technology combines agentic AI, assistive AI, automation, and real-time communication to help MSPs resolve IT support requests faster and with less manual work.

TokenRoster

TokenRoster is an AI-powered assessment platform for early-stage startups, providing founders with an investor-grade evaluation of their company before the pitch and giving investors a curated roster of vetted companies. Since launch, TokenRoster has grown to 65 companies and 43 founder accounts, with 10 assessment frameworks available.

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