Overheard: Houston experts discuss women in med tech, insight from investors, and more

Eavesdropping in Houston

Health care innovators joined Houston Methodist and Texas A&M University's ENMED program to discuss women in health care innovation and venture capital investment. Photo courtesy of Houston Methodist

Houston's health innovation community is making strides every day toward greater quality of care and technology adoption — but what challenges is the industry facing these days?

Through a partnership between Houston Methodist and Texas A&M University's ENMED program at Houston Tech Rodeo, health innovators weighed in on topics surrounding the industry, including biases and investment opportunities.

Missed the conversation? Here are seven key moments from the panels that took place at A&M's new ENMED building in the Texas Medical Center on Thursday, March 3.

“When I look at learning and understanding the priorities — how to take care of patients and also enable those who are doing that work, that’s part of understanding the culture and learning because in the 40 years that I’ve been in the industry, it’s never been the same. There are always things that continue to present challenges from unexpected places.”

​— Ayse McCracken, founder of Ignite Healthcare Network, says on the "Four Fierce Females" panel, referencing the rate of tech disruption and how new technologies, medicine, etc. can change the health care industry and practitioners need to find ways to keep up and stay ahead of the curve.

“Whenever you experience biases, what can you do? You can lean into the fact that we are in a position to help educate and make a change. And that’s going to look different for every one of us, but lean into that instead of feeling down by it.”

— Samantha Lewis, principal at Mercury Fund, says on the "Four Fierce Females" panel, explaining that women across industries should lean into being a change agent when met with bias in the workplace.

“The reason I feel so passionate is (I’m always thinking,) ‘What more can we be doing for our community? What’s working well and what’s not working well,' so I can take that back and make positive changes in our organization.”

— Michelle Stansbury, vice president of innovation and IT applications at Houston Methodist, says on the "Four Fierce Females" panel, explaining that when she's on the other side of the equation as a patient, she really considers her experience and how it could be better.

“Every time you raise money you’re telling a story. You have to figure out what adds value to that story. … I think health care is tricky too because people getting into it aren’t necessarily aware of how complex it is.”

— Dan Watkins, venture partner and co-founder at Mercury Fund, says on the "Where’s My Money At?" investor panel, adding how important it is to investors that founders have specific information — market potential, road map, etc. — when pitching to VCs.

“As a health care startup founder and CEO, you have to wear so many different hats — especially if you’re talking about diagnostics and medical devices. It starts in the science, moves to engineering, and then winds up being commercial. To expect someone to be an expert at all those fields is very difficult.”

— Tim Marx, venture partner at Baird Capital, says on the "Where’s My Money At?" investor panel, adding that, “That’s why we look for the CEOs who really understand where they are, where they’re going, and what they need.”

“One of the things we really appreciate when we engage with founders, it’s not about ‘here’s why my company is great.’ It’s more about understanding the questions your business needs to answer. … If you think about that, that’s what we want to fund. We want to invest in the vision, opportunity, and the people, but we want to fund the — the roadmap — that usually comes with being thoughtful about the questions you’re trying to answer.”

— John Reale, venture lead at TMC Venture Fund, says on the "Where’s My Money At?" investor panel, adding "That's where we get energized."

“The idea to attract talent that’s already built great companies across the US and the world to come here, hire here, and grow here — that’s starting to actually pay off. One of the things that’s big about Houston is it’s really gritty — it’s very ‘show me the data and prove it to me first.’ … We’re having those proven points.”

— Emily Reiser, associate director of innovation at the Texas Medical Center , says on the "Where’s My Money At?" investor panel about the work TMC is doing with its accelerator program.

It's all a numbers game, and Mercury Data Science is about setting up startups for success. Getty Images

Data-focused Houston company arms startups with the AI tools they need to grow

numbers game

While some say a picture is worth a thousand words, having the right data can be make or break. Houston-based Mercury Data Science is using data and artificial intelligence to paint some really specific pictures for its clients.

MDS was born out of a need for Houston-based Mercury Fund's portfolio companies that wanted a firmer handle on artificial intelligence and data science.

"Three years ago, a number of Mercury Fund portfolio companies and potential investments began to have increasingly important data science and AI components," says Dan Watkins, co-founder and managing director of Mercury Fund. "Mercury's partners wanted a deeper understanding of AI, to understand how the cutting edge meets industry use cases."

Mercury Fund's first move was to tap data scientist Angela Wilkins to lead some training, which then turned into even more workshops and advising. The companies ranged from early seed stage startups to companies that had raised over $100 million — and they wanted Wilkins' help, either with the basics of data science or execution of analytics.

"In fact, many of the more established companies were sitting on data assets with plans to build AI-enabled products but didn't have the time or people to really start that process," Wilkins says. "After helping a few companies, we realized the need was pretty deep, and bigger than the Mercury Fund portfolio."

Wilkins, who serves the company as CTO and co-CEO with Watkins, has seen her efforts grow MDS client base. InnovationMap sat down with Wilkins to see how far MDS has come — and where it's going.

InnovationMap: What sort of problems and data solutions are you providing clients?

Angela Wilkins: We love projects that have a direct impact on human health. In health, we build machine learning driven products to create new forms of digital diagnostics to help improve diagnosis in areas like cognitive functioning and depression. We have helped several therapeutics companies accelerate drug discovery and development by extracting insights from biological and imaging data. We have internal tools that use natural language processing to extract knowledge from millions of scientific publications and patents.

We have also worked quite a bit in consumer behavior and some of our physics-oriented data scientists are now working on noise reduction in geophysics technologies.

IM: What feedback do you get from clients?

AW: Company leaders in every sector are feeling the pressure to gain the advantages of AI or risk falling behind. There are many expert level teams available to Fortune 500 organizations. We are one of the very few teams that is entrepreneurial and agile enough to work with earlier stage, high growth organizations.

IM: How does MDS work with Mercury Fund? Has that relationship evolved over the years?

AW: We continue to work with the Mercury Fund portfolio companies but that is a smaller part of what we do. We are venture backed ourselves, and have now become a Mercury Fund portfolio company, with the same growth ambitions as all venture backed companies.

IM: Recently, MDS has seen some growth. How many employees have you added and are you still hiring?

AW: We are up to 20 employees, mostly data scientists, many with 5 to 8 years of experience working in AI, bioinformatics, and data science to provide insights and build products. We are always looking for great data scientists and data engineers to join our team. We also started a fellowship position for recent graduates, and so we can identify and train the next generation of data scientists

IM: What's been the biggest surprise for you as MDS has grown?

AW: We have been able to create this unique culture that thrives on diversity of thought and background. Half of our team is women. We are solving hard problems that benefit from the creativity you get from a wide variety of views.

IM: Where are MDS clients based?

AW: We have clients from San Francisco to Basel. We have learned how to build an integrated, high communication team with the client, so location is not critical.

That being said, we are active in and committed contributors to the Houston innovation ecosystem. Many of us are from a computational biology and bioinformatics background with deep roots in the Texas Medical Center institutions. Houston has amazing talent and we want to show the data scientists that they don't have to leave Houston to work on interesting problems and continue to build skills at the cutting edge while working for companies all over the world.

IM: What sort of trends are you seeing in venture capital? Are these trends happening in Houston?

We are seeing increasing investments in health AI. Fierce Healthcare reports that health AI topped all other sectors last year with $4B invested into AI startups. Andreesen Horowitz has announced their third and largest biotech and health care fund with $750 million to invest: "Machine learning and artificial intelligence [will] have an outsize impact on how we discover drugs and diagnose disease."

We see similar trends in other areas from industrial software to financial services. The upshot is that the adoption of AI creates significant opportunities for startups and significant challenges for larger companies that are not entrepreneurial and able to build their own data science skill set.

As far as Houston goes, the same trends are there but we tend to lag the major technology hubs in adoption. Efforts like TMC Innovation, Station, Rice University/The Ion and Houston Exponential are having a big impact on both the number and pace of startups and, increasingly, those have AI as a key part of their technology stack.

IM: We've talked about how MDS flies under the radar — why do you think that is? Do you think that'll change as you grow?

AW: Our initial focus was on the work for our clients and on building our team. We are ready to be noticed. Thank you for helping us tell the story with this article.

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Generation Park lands new facility to scale xeno-organ production

Organ innovation

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.

An existing DPF facility in Virginia is supporting clinical trials for the xeno-organs, and a third site in Minnesota will also focus on commercialization with the Houston site, according to the company.

Xeno-organs are organs taken from a non-human animal source and transplanted, implanted or infused into a human recipient.

Currently, United Therapeutics is advancing clinical trials to support a Biologics License Application with the U.S. Food and Drug Administration for its investigational-stage xenotransplantation, UKidney, UThymoKidney and UHeart products. The products all involve working with the genes from humans and pigs.

In 2025, Chron.com reported the company was working to construct an estimated $96 million facility to breed genetically engineered animals. Head of investor relations at United Therapeutics Dewey Steadman told the Houston Business Journal in 2025 that the pigs’ DNA will be edited. In November 2024, a 53-year-old woman in Alabama received a transplanted kidney from UKidney that had 10 gene edits. She had the transplant removed in April 2025, after her body rejected it.

The Dr. Bartley P. Griffith and Dr. Robert A. Montgomery Xenograft Production Facility requires a “strictly controlled, biosecure barrier environment, including air filtration, filtered water, filtered feed supplies, and state-of-the-art decontamination entryways,” according to the company. Being pathogen-free means it includes calibrated air and water conduits to support the transplantability of xenograft products and to prevent contamination. For energy considerations, the building also features solar arrays.

“With our third xenograft production facility now open and clinical trials underway, United Therapeutics is moving closer to its goal of providing transplantable organs to the people who need them,” Martine Rothblatt, chairperson and CEO of United Therapeutics, said in a news release. “It is fitting that this facility is named for Dr. Griffith and Dr. Montgomery, whose first-in-human surgeries turned xenotransplantation from a theoretical possibility into a clinical reality.”

The facility, which wrapped construction in August, is located at 11848 Common Dock Dr. in Generation Park, which will house manufacturing sites for pharmaceutical heavyweights Bristol Myers Squibb and Eli Lilly. Last fall, Eli Lilly tapped Generation Park for its $6.5 billion manufacturing plant, and Bristol Myers Squibb made a $2.3 billion investment in August to bring its state-of-the-art site to the master-planned commercial district.

Elon Musk's SpaceX reports profit as AI and satellite businesses booms

Booming Business

SpaceX reported a bigger quarterly profit than expected on Tuesday, October 20, as its satellite communications and artificial intelligence businesses boomed.

The company, run by Elon Musk, posted a profit for the three months through September 2026 of $4.4 billion, or 35 cents per share, reversing a year-ago loss and easily topping Wall Street's expectations. Revenue soared to $14.6 billion, up 161%.

On a conference call with analysts, Musk suggested a merger with his electric car company Tesla might be in the works, something that has been rumored for months. He said both companies formed “special committees” of independent directors to discuss the issue, though he played down the chances of an imminent deal.

“Some people out there assume that a SpaceX and Tesla merger is a certainty,” he said. “I think that would be overstating it.”

The AI business became SpaceX's largest by revenue in the third quarter, although the Starlink satellite service remains the biggest profit generator.

“They beat across all metrics and the Starlink business looks to be accelerating,” said Dan Ives, an analyst at Yorkville Ives. “This is just what (Wall) Street wanted.”

The stock rose 7.5% in after-hours trading.

Musk also told analysts that for next month's launch of its Starship rocket, SpaceX will attempt to grab both the booster and ship with mechanical arms upon return to base, a key step toward demonstrating it can reuse the massive spacecraft.

“The only way that we can extend consciousness beyond Earth on a sustained basis is with a fully reusable orbital launch vehicle,” Musk said, calling the attempt, if successful, “a massive technology milestone.”

SpaceX hopes to get Starship on a regular launch pattern in preparation for NASA's upcoming lunar missions.

The company already has huge contracts with the federal government, and House Democrats have called for investigations into those contracts and Musk’s work with the Department of Government Efficiency. Musk has spent $276 million since July in support of Republican candidates.

In a filing for its initial public offering in June, SpaceX warned that a change in control of Congress could have a “material and adverse impact on our growth and competitive position.”

Musk recently drew criticism from politicians in Washington after speeds for a military version of SpaceX's satellite communications service were slowed for Ukraine following President Donald Trump's deal to get more diesel oil from Russia amid a push to end the war. The Wall Street Journal reported Tuesday that it was Musk who ordered the slowdown, impeding Ukraine’s use of drones along the front. SpaceX did not immediately respond to an Associated Press request for comment on the Journal story.

Both Trump and Musk have denied responsibility for the slowdown.

As midterm elections near, Musk on Monday promised to give one share of SpaceX to “every kid in America” next year, though he provided no details on how the distribution would be carried out. With communities nationwide protesting the construction of large data centers and concerns about AI safety, AI companies are trying to build goodwill. Anthropic pledged to commit 5% of its shares to a new “public benefit” fund.

SpaceX shares have been under pressure over concerns that the company was spending too much on major projects to compete with rivals such as Anthropic. The company said capital expenditures totaled $19.6 billion last quarter, nearly triple the figure from a year earlier, and it forecast spending would grow to $35 billion to $40 billion in the current quarter.

Shares of SpaceX closed Tuesday at $147.79, down from a peak near $201 after its IPO, which made Musk the world’s first trillionaire at the time. But the share prices for SpaceX and Tesla have since dropped, reducing his net worth to $925 billion, according to Forbes magazine.

Tesla reports third-quarter financial results Wednesday. Last week, Tesla unveiled a new Roadster sports car that in some versions may include thrusters allowing it to briefly fly using SpaceX technology — though experts say anything usable for drivers is a long shot.

These 5 trailblazing Houston startups are leading the energy transition

meet the finalists

Houston is home to a growing number of startups reshaping what it means to be called the "Energy Capital of the World."

As part of the 2026 Houston Innovation Awards, our Energy Transition Business category honors those innovative startups that are providing solutions within renewables, climatetech, clean energy, alternative materials, circular economy and more.

Five clean energy startups have been named finalists for the 2026 award. The finalists, selected by our esteemed panel of judges, range from a lower-emission steel producer to a diagnostics platform developer working to support batteries used in data centers.

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

Capwell Services

Methane capture company Capwell Services works to eliminate vented oil and gas emissions economically for operators. According to the company, methane emissions are vented from most oil and gas facilities due to safety protocols, and operators are not able to capture the gas cost-effectively, leading operators to emit more than 14 million metric tons of methane per year in the U.S. and Canada. Founded in 2022, Capwell specializes in low and intermittent flow vents for methane capture.

The company began as a University of Pennsylvania senior design project led by CEO Andrew Lane. It has since participated in programs with Greentown Labs, the Rice Clean Energy Accelerator and the Creative Destruction Lab Energy Cohort at Texas A&M University. The company moved to Houston in 2023 and raised a pre-seed round. It deployed two commercial units this year, according to its application.

FlowCellutions

Energytech startup FlowCellutions is developing a chemistry-agnostic diagnostics platform for flow and metal-air batteries supporting data centers and critical infrastructure. The platform is designed to help reduce operating costs, prevent failures and costly downtime, and extend battery lifetime from approximately seven years to more than 30 years. It has deployed four paid pilots and plans to take insights from the programs to develop its next-gen sensor platform technology.

CEO Becca Segel founded the company in 2022. It is a member of Greentown Labs, and Segel was a 2025 Activate Fellow. The company has raised over $2 million in non-dilutive funding and received a $1.5 million NSF SBIR Fast-Track award earlier this year.

Hertha Metals

Hertha Metals produces lower-cost, lower-emission steel and high-purity iron. The company has developed a single-step process that uses natural gas as a direct reductant instead of metallurgical coal, which cuts production costs by more than 25 percent and emissions by up to 50 percent, according to the company. The same process produces high-purity iron needed for high-purity steels and rare earth magnets. The company says it aims to "re-industrialize America’s production of critical materials."

Hertha Metals was founded by CEO Laureen Meroueh in 2022 and emerged from stealth last year with more than $17 million in venture capital funding. The company closed a $133.65 million Series A this month and also broke ground on its $100M high-purity iron factory known as Chalyx in Conroe.

Mars Materials

Clean chemical manufacturing business Mars Materials is working to convert captured carbon into resources, such as carbon fiber and wastewater treatment chemicals. The company develops and produces its drop-in chemical products in Houston and uses an in-licensed process for the National Renewable Energy Lab to produce acrylonitrile, which is used to produce plastics, synthetic fibers, and rubbers.

Founded in 2019 by CEO Aaron Fitzgerald, CTO Kristian Gubsch, and vice president of operations Trey Sheridan, the company has secured over $7.2M in financing and is backed by Bill Gates’ Breakthrough Energy, Shell, Black & Veatch, and other organizations. It won in the Minority-founded Business Category in last year's Houston Innovation Awards.

Solidec

Chemical manufacturing company Solidec has developed autonomous generators that extract molecules from water and air and convert them into pure chemicals and fuels that are free of carbon emissions on-site, eliminating the need for transport, storage, and permitting. The company was founded around innovations developed by Rice University associate professor Haotian Wang.

The company was selected for the Chevron Technology Ventures’ Catalyst Program, Greentown Labs, NSF I-Corps and was part of the first cohort of the Activate Houston program. It won first place at the 2024 startup pitch competition at CERAWeek. Solidec was founded in 2023 by Wang, who serves as an advisor, CEO Ryan DuChanois, and CTO Yang Xia. It closed a $2.5 million seed round in 2025.

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