Houston experts: Can AI bridge the gap between tech ambitions and market realities?

guest column

By leveraging AI to optimize operations, deepen customer relationships, and redefine industry paradigms, late-state tech startups can not only survive but thrive in a dynamic market. Photo via Getty Images

Despite successful IPOs from the likes of Ibotta, Reddit and OneStream, 2024 hasn’t provided the influx of capital-raising opportunities that many late-stage tech startups and venture capitalists (VCs) have been waiting for. Since highs last seen in 2021—when 90 tech companies went public—the IPO market has been effectively frozen, with just five tech IPOs between January and September 2024.

As a result, limited partners have not been able to replenish investments and redeploy capital. This shifting investment landscape has VCs and tech leaders feeling stuck in a holding pattern. Tech leaders are hesitant to enter the public markets because valuations are down 30 percent to 40 percent from 2021, which is also making late-stage fundraising more challenging. After all, longer IPO timelines mean fewer exit opportunities for VCs and reduced capital from institutional investors who are turning toward shorter-term investments with more liquid exit options.

Of course, there’s always an exception. And in the case of a slowed IPO market, a select slice of tech companies—AI-related companies—are far outperforming others. While not every tech startup has AI software or infrastructure as their core offering, most can benefit from using AI to revise their playbook and become more attractive to investors.

Unlocking Growth Potential with AI

While overall tech startup investment has slowed, the AI sector burns bright. This presents an opportunity for companies that strategically leverage AI, not just as a buzzword but as a tool for genuine growth and differentiation. Imagine a future where AI-powered insights unlock unprecedented efficiency, customer engagement and a paradigm shift in value creation. This isn’t just about weathering the current storm of reduced access to capital; it’s about emerging stronger, ready to lead the next wave of tech innovation.

Here's how to navigate the AI frontier and unlock its potential:

Understand that data is the foundation of AI success. AI is powerful, but it’s not magic. It thrives on high-quality, interconnected data. Before diving into AI initiatives, companies must assess their data health. Is it structured in a way that AI can understand? Does it go beyond raw numbers to capture context and meaning—like customer sentiment alongside sales figures? Rethinking data infrastructure is often the crucial first step.

Focus on amplifying strengths, not reinventing the wheel. The allure of AI can tempt companies into pursuing radical reinvention. However, a more effective strategy is to leverage AI to enhance existing strengths and address core customer needs. Why do customers choose your company? How can AI supercharge your value proposition? Consider Reddit’s strategic approach: They didn’t overhaul their platform before their 2024 IPO. Instead, they showcased the value of their vast online communities as fertile ground for AI development, leading to a remarkable first-day stock surge of 48 percent.
Use AI as a customer-centric force multiplier. Companies with a deep understanding of their customer base are primed for AI success. By integrating AI into the very core of their product or service—the reason customers choose them—they can create a decisive competitive advantage based on delivering tangible customer value.

From Incremental Gains to Transformative Growth

This practical, customer-centric approach has the potential to help companies generate immediate growth while laying the foundation for future reinvention. By leveraging AI to optimize operations, deepen customer relationships, and redefine industry paradigms, late-state tech startups can not only survive but thrive in a dynamic market. The future belongs to those who embrace AI not as a destination but as a continuous journey of innovation and growth.

------

Hong Ogle is the president of Bank of America Houston. Rodrigo Ortiz Gomez is a market executive in Bank of America’s Transformative Technology Banking Group as well as the national software banking lead for the Global Commercial Bank.

Envana Software Solutions' tech allows an oil and gas company to see a full inventory of greenhouse gases. Photo via Getty Images

Houston joint venture secures $5.2M for AI-powered methane tracking tech

Fresh Funds

Houston-based Envana Software Solutions has received more than $5.2 million in federal and non-federal funding to support the development of technology for the oil and gas sector to monitor and reduce methane emissions.

Thanks to the work backed by the new funding, Envana says its suite of emissions management software will become the industry's first technology to allow an oil and gas company to obtain a full inventory of greenhouse gases.

The funding comes from a more than $4.2 million grant from the U.S. Department of Energy (DOE) and more than $1 million in non-federal funding.

“Methane is many times more potent than carbon dioxide and is responsible for approximately one-third of the warming from greenhouse gases occurring today,” Brad Crabtree, assistant secretary at DOE, said in 2024.

With the funding, Envana will expand artificial intelligence (AI) and physics-based models to help detect and track methane emissions at oil and gas facilities.

“We’re excited to strengthen our position as a leader in emissions and carbon management by integrating critical scientific and operational capabilities. These advancements will empower operators to achieve their methane mitigation targets, fulfill their sustainability objectives, and uphold their ESG commitments with greater efficiency and impact,” says Nagaraj Srinivasan, co-lead director of Envana.

In conjunction with this newly funded project, Envana will team up with universities and industry associations in Texas to:

Advance work on the mitigation of methane emissions
Set up internship programs
Boost workforce development
Promote environmental causes

Envana, a software-as-a-service (SaaS) startup, provides emissions management technology to forecast, track, measure and report industrial data for greenhouse gas emissions.

Founded in 2023, Envana is a joint venture between Houston-based Halliburton, a provider of products and services for the energy industry, and New York City-based Siguler Guff, a private equity firm. Siguler Gulf maintains an office in Houston.

“Envana provides breakthrough SaaS emissions management solutions and is the latest example of how innovation adds to sustainability in the oil and gas industry,” Rami Yassine, a senior vice president at Halliburton, said when the joint venture was announced.

---

This story originally appeared on our sister site, EnergyCapitalHTX.com

Rice University and Houston Methodist have partnered to create the Digital Health Institute, combining advanced technology, artificial intelligence, and interdisciplinary expertise to transform health care. Photos courtesy

Rice University, Houston Methodist launch new institute to revolutionize health care through AI, innovation

collaboration station

Rice University and Houston Methodist have established through a multi-year joint effort the Digital Health Institute, which aims to transform healthcare through advanced technology and the collaborative expertises of the university and hospital.

Rice’s leadership in engineering, digital health and artificial intelligence will combine with Houston Methodist’s academic medicine and research infrastructure.

“This partnership embodies Rice’s bold vision to lead at the forefront of innovation in health and responsible AI,” Rice President Reginald DesRoches says in a news release. “By combining our strengths with Houston Methodist, we are creating a transformative platform to address critical challenges in healthcare with solutions that are ethical, accessible and impactful. This initiative exemplifies our commitment to driving interdisciplinary collaboration and advancing global health for the benefit of humanity.”

Leading the initiative will be Rice’s Ashutosh Sabharwal, the Ernest Dell Butcher Professor of Engineering and professor of electrical and computer engineering, and Houston Methodist’s Dr. Khurram Nasir, the Centennial Chair in Cardiovascular Medicine, and Dr. William Zoghbi, division chief of cardiovascular prevention and wellness. Rice and Houston Methodist have worked previously with the Center for Neural Systems Restoration that opened earlier this year and the Center for Human Performance that was established in 2022.

The Digital Health Institute allows for both institutions to share data, and resources that focus on key areas like the early detection through AI algorithms for early diagnosis of cancer, infections, cardiovascular diseases and other conditions, predictive analytics that utilize real-time monitoring that can predict and prevent events such as strokes and heart failure, and the development of novel sensors, wearables and ingestibles to innovate new remote monitoring and care pathways.

The Digital Health Institute will also work to utilize more personalized medicine efforts, developments of new novel and assistive technologies, expansion of telemedicine, and proactive self-care management through AI-driven patient self-management.

“This partnership between our institutions marks a bold new chapter in driving meaningful innovation at the intersection of healthcare and technology through solutions that are both visionary and practical,” Dr. Marc Boom, president and CEO of Houston Methodist, adds. “Our long-standing relationship with Rice University has produced impactful collaborations, but this initiative is by far the most transformative endeavor in our shared commitment of leading medicine through innovation.”

Rice President Reginald DesRoches and Houston Methodist CEO Marc Boom announced the new partnership at the Ion. Photo courtesy of Rice

Researchers have secured $3.3 million in funding to develop an AI-powered subsurface sensing system aimed at improving the safety and efficiency of underground power line installation. Photo by Matthew Henry on Unsplash

UH researchers secure $3.3M for AI-powered subsurface sensing system to revolutionize underground power lines

going under

Researchers from the University of Houston — along with a Hawaiian company — have received $3.3 million in funding to explore artificial intelligence-backed subsurface sensing system for safe and efficient underground power line installation.

Houston's power lines are above ground, but studies show underground power is more reliable. Installing underground power lines is costly and disruptive, but the U.S. Department of Energy, in an effort to find a solution, has put $34 million into its new GOPHURRS program, which stands for Grid Overhaul with Proactive, High-speed Undergrounding for Reliability, Resilience, and Security. The funding has been distributed across 12 projects in 11 states.

“Modernizing our nation’s power grid is essential to building a clean energy future that lowers energy costs for working Americans and strengthens our national security,” U.S. Secretary of Energy Jennifer M. Granholm says in a DOE press release.

UH and Hawaii-based Oceanit are behind one of the funded projects, entitled “Artificial Intelligence and Unmanned Aerial Vehicle Real-Time Advanced Look-Ahead Subsurface Sensor.”

The researchers are looking a developing a subsurface sensing system for underground power line installation, potentially using machine learning, electromagnetic resistivity well logging, and drone technology to predict and sense obstacles to installation.

Jiefu Chen, associate professor of electrical and computer engineering at UH, is a key collaborator on the project, focused on electromagnetic antennas installed on UAV and HDD drilling string. He's working with Yueqin Huang, assistant professor of information science technology, who leads the geophysical signal processing and Xuqing Wu, associate professor of computer information systems, responsible for integrating machine learning.

“Advanced subsurface sensing and characterization technologies are essential for the undergrounding of power lines,” says Chen in the release. “This initiative can enhance the grid's resilience against natural hazards such as wildfires and hurricanes.”

“If proven successful, our proposed look-ahead subsurface sensing system could significantly reduce the costs of horizontal directional drilling for installing underground utilities,” Chen continues. “Promoting HDD offers environmental advantages over traditional trenching methods and enhances the power grid’s resilience.”

------

This article originally ran on EnergyCapital.

Rescunomics is designing technology to enhance responses to active shooter situations, fires, and rescues. Photo via Getty Images

New Houston co. transforms emergency response with geolocation, AI, and augmented reality tech

to the rescunomics

A Houston startup is innovating on safety using its geolocation, artificial intelligence, and augmented reality technology.

Rescunomics is designing technology to enhance responses to active shooter situations, fires, and rescues.The company, which provides tiered pricing, is currently working on a platform exclusively for first-responders.

Founded by CEO Emmanuel Joel, a retired captain of the Houston Fire Department, Rescunomics is using a “mission driven” approach to safety that is fueled by leveraging technology. As a part of the HFD, Joel experienced the loss of his mentor and Captain at a house fire that inspired him to take future action.

“This dark period for me inspired a vision to find a solution to this problem that has claimed 1,000 firefighter lives in structural fires in the last three decades,” Joel says in a news release. ”Since my retirement, I have focused on the growth of Rescunomics as a solution provider of innovative solutions to global safety for emergency responders.”

The company uses geolocation technology that can enable first responders to pinpoint their positions within a building to a precise location. By collaborating with geolocation service company NextNav, Rescunomics can integrate a nationwide mesh network,which will ensure accurate Z-axis data in real-time. This can still occur even when GPS fails. Rescunomics’ partnership with T-Mobile uses their 5G low-band network to provide affordable geolocation services.

With a voice-activated Hērōs AI chatbot, Rescunomics can provide instant guidance in high-pressure situations. By using predictive analytics, users can optimize resource allocation during large-scale disasters by utilizing IoT connectivity and SMART analytics with the Hērōs platform. The platform also utilizes its Indoor Mapping Data Format (IMDF). The IMDF allows users access to customized indoor maps of venues like stadiums, airports, and campuses.

For active shooter situations, Rescunomics says its discreet SOS signaling system can enable individuals to alert law enforcement directly.Rescunomics says 60 percent of shooting events end before law enforcement arrives.

Going beyond training purposes, Rescunomics' AR lens technology can arm responders with thermal imaging and VR-enhanced visuals via helmet-mounted displays to help monitor live incident footage.

The Detroit Fire Department is just one of the departments in the U.S. using technology similar to this, as the department is in a pilot program using Safety Cloud by HAAS Alert.

The University of Texas MD Anderson Cancer Center was recognized for advancements in electronic functionality, AI and robotics. Photo via mdanderson.org

Houston hospital named among smartest in the nation

hi, tech

Houston hospitals are chock-full of smart people. But they’re also equipped with lots of “smart” technology. In fact, five local hospitals appear on Newsweek’s new list of the world’s best “smart” hospitals.

To compile the list, Newsweek teamed up with data provider Statista to rank the world’s top 330 hospitals for the use of smart technology. The ranking factors were electronic functionality, telemedicine, digital imaging, artificial intelligence (AI), and robotics.

The highest-ranked Houston hospital is the University of Texas MD Anderson Cancer Center, appearing at No. 6. The hospital was recognized for advancements in electronic functionality, AI and robotics.

“MD Anderson has a significant opportunity and a responsibility to our many stakeholders to create a digital ecosystem that promotes collaboration and advances scientific discovery to enhance patient outcomes,” David Jaffray, the cancer center’s chief technology and digital officer, said in a 2021 news release.

“Through our ongoing focus on enabling the use of new technologies to place quantitative data in context for our researchers,” Jaffray added, “we foster cutting-edge oncology data science to inform our cancer discovery research and to accelerate translation of our research findings into benefits for cancer patients.”

Ahead of MD Anderson on the list are:

Mayo Clinic in Rochester, Minnesota.
Cleveland Clinic in Cleveland.
Massachusetts General Hospital in Boston.
Johns Hopkins Hospital in Baltimore.
Mount Sinai Hospital in New York City.

Other Houston hospitals on the list are:

Houston Methodist Hospital, No. 11.
Baylor St. Luke’s Medical Center, No. 105.
Texas Children’s Hospital, No. 197.
Memorial Hermann-Texas Medical Center, No. 266.

Ad Placement 300x100

Ad Placement 300x600

CultureMap Emails are Awesome

Property Showcase

World's largest student startup competition names teams for 2025 Houston event

ready, set, pitch

The Rice Alliance for Technology and Entrepreneurship has announced the 42 student-led teams worldwide that will compete in the 25th annual Rice Business Plan Competition this spring.

The highly competitive event, known as one of the world’s largest and richest intercollegiate student startup challenges, will take place April 10–12 at Houston's The Ion. Teams in this year's competition represent 34 universities from four countries, including one team from Rice.

Graduate student-led teams from colleges or universities around the world will present their plans before more than 300 angel, venture capital, and corporate investors to compete for more than $1 million in prizes. Last year, top teams were awarded $1.5 million in investment and cash prizes.

The 2025 invitees include:

3rd-i, University of Miami
AG3 Labs, Michigan State University
Arcticedge Technologies, University of Waterloo
Ark Health, University of Chicago
Automatic AI, University of Mississippi and University of New Orleans
Bobica Bars, Rowan University
Carbon Salary, Washington University in St. Louis
Carmine Minerals, California State University, San Bernardino
Celal-Mex, Monterrey Institute of Technology and Higher Education
CELLECT Laboratories, University of Waterloo
ECHO Solutions, University of Houston
EDUrain, University of Missouri-St. Louis
Eutrobac, University of California, Santa Cruz
FarmSmart.ai, Louisiana State University
Fetal Therapy Technologies, Johns Hopkins University
GreenLIB Materials, University of Ottawa
Humimic Biosystems, University of Arkansas
HydroHaul, Harvard University
Intero Biosystems, University of Michigan
Interplay, University of Missouri-Kansas City
MabLab, Harvard University
Microvitality, Tufts University
Mito Robotics, Carnegie Mellon University
Motmot, Michigan State University
Mud Rat, University of Connecticut
Nanoborne, University of Texas at Austin
NerView Surgical, McMaster University
NeuroFore, Washington University in St. Louis
Novus, Stanford University
OAQ, University of Toronto
Parthian Baattery Solutions, Columbia University
Pattern Materials, Rice University
Photon Queue, University of Illinois, Urbana-Champaign
re.solution, RWTH Aachen University
Rise Media, Yale University
Rivulet, University of Cambridge and Dartmouth College
Sabana, Carnegie Mellon University
SearchOwl, Case Western Reserve University
Six Carbons, Indiana University
Songscription, Stanford University
Watermarked.ai, University of Illinois, Urbana-Champaign
Xatoms, University of Toronto

This year's group joins more than 868 RBPC alums that have raised more than $6.1 billion in capital with 59 successful exits, according to the Rice Alliance.

Last year, Harvard's MesaQuantum, which was developing accurate and precise chip-scale clocks, took home the biggest sum of $335,000. While not named as a finalist, the team secured the most funding across a few prizes.

Protein Pints, a high-protein, low-sugar ice cream product from Michigan State University, won first place and the $150,000 GOOSE Capital Investment Grand Prize, as well as other prizes, bringing its total to $251,000.

Tesla recalling more than 375,000 vehicles due to power steering issue

Tesla Talk

Tesla is recalling more than 375,000 vehicles due to a power steering issue.

The recall is for certain 2023 Model 3 and Model Y vehicles operating software prior to 2023.38.4, according to the National Highway Traffic Safety Administration.

The printed circuit board for the electronic power steering assist may become overstressed, causing a loss of power steering assist when the vehicle reaches a stop and then accelerates again, the agency said.

The loss of power could required more effort to control the car by drivers, particularly at low speeds, increasing the risk of a crash.

Tesla isn't aware of any crashes, injuries, or deaths related to the condition.

The electric vehicle maker headed by Elon Musk has released a free software update to address the issue.

Letters are expected to be sent to vehicle owners on March 25. Owners may contact Tesla customer service at 1-877-798-3752 or the NHTSA at 1-888-327-4236.

Houston space tech companies land $25 million from Texas commission

Out Of This World

Two Houston aerospace companies have collectively received $25 million in grants from the Texas Space Commission.

Starlab Space picked up a $15 million grant, and Intuitive Machines gained a $10 million grant, according to a Space Commission news release.

Starlab Space says the money will help it develop the Systems Integration Lab in Webster, which will feature two components — the main lab and a software verification facility. The integration lab will aid creation of Starlab’s commercial space station.

“To ensure the success of our future space missions, we are starting with state-of-the-art testing facilities that will include the closest approximation to the flight environment as possible and allow us to verify requirements and validate the design of the Starlab space station,” Starlab CEO Tim Kopra said in a news release.

Starlab’s grant comes on top of a $217.5 million award from NASA to help eventually transition activity from the soon-to-be-retired International Space Station to new commercial destinations.

Intuitive Machines is a space exploration, infrastructure and services company. Among its projects are a lunar lander designed to land on the moon and a lunar rover designed for astronauts to travel on the moon’s surface.

The grants come from the Space Commission’s Space Exploration and Aeronautics Research Fund, which recently awarded $47.7 million to Texas companies.

Other recipients were:

Cedar Park-based Firefly Aerospace, which received $8.2 million
Brownsville-based Space Exploration Technologies (SpaceX), which received $7.5 million
Van Horn-based Blue Origin, which received $7 million

Gwen Griffin, chair of the commission, says the grants “will support Texas companies as we grow commercial, military, and civil aerospace activity across the state.”

State lawmakers established the commission in 2023, along with the Texas Aerospace Research & Space Economy Consortium, to bolster the state’s space industry.

View All Listings

INNOVATIONMAP EMAILS ARE AWESOME