Data Gumbo CEO discusses Houston's startup ecosystem and goals for his company

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Andrew Bruce had the idea for Data Gumbo when he realized how difficult it was to share data in upstream oil and gas. Courtesy of Data Gumbo

For Andrew Bruce, an oil and gas professional and entrepreneur, there's nothing like Houston.

"I've lived in Boston, New York, and London, and I've spent a lot of time in Norway," Bruce says. "They are all wonderful places, but I've never experienced anything quite like Houston."

After a long career in oil and gas, Bruce found himself a victim of the oil downturn. Once laid off, he decided to focus on a new idea for a way to provide access to upstream oil and gas data to companies. He founded Data Gumbo Corp., a blockchain-as-a-service company based in Houston, in 2016. The company closed its seed round last year and is moving toward a series A.

While Bruce credits his trajectory from laid off to startup CEO to a lot of hard work and a bit of blind luck, he says that Houston's people and the help they are willing to provide has been extremely beneficial to the growth of Data Gumbo.

"I'm just brainstorming, but I think a lot of [what makes Houston great for startups] comes from the fact that we all recognize the cyclical nature of the oil and gas industry, we are obligated to look out for each other even when people are laid off," Bruce says. "Maybe it comes from that kind of recognition that we're all in this together and we have to try to work through it."

InnovationMap: Tell me a little bit about your background.

Andrew Bruce: Started out as a programmer, and was transferred from New York City to Houston to build a consulting practice for financial systems. My background originally in London was building systems for the deregulation of banking industry that was happening in the mid 80s.

When I came to houston, I got involved in energy trading systems. I built a small software startup, and eventually got involved in National Oilwell Varco and the drilling business. As part of that, I kicked off a program called NOVOS to build an autonomous drilling rig. Came across the challenge of not having access to data for that rig. Data Gumbo was a direct result of that.

I started Data Gumbo to solve the problem of not being able to get data from industrial installations. Along the way, I came across the opportunity for blockchain because the real problem people were trying to solve was mistrust and inefficiency of the process. I stumbled into blockchain kind of backwards.

IM: How does Data Gumbo work?

AB: The whole idea is to build out the blockchain network, and provide a network that they can subscribe to and start doing business on that network. It's a service, so there's a subscription fee. It gives them access to the savings they already have available within their organizations.

IM: Who are the type of customers you're looking for?

AB: Midstream and upstream oil and gas companies, and the service companies that serve them.

IM: What was the reception like at first?

AB: Difficult. We got a lot of questions and concerns about what blockchain is, why they need it, and whether or not they can trust it. We were introducing a completely new concept to a conservative industry.

IM: What were some challenges and opportunities?

AB: No. 1 is the Operators Blockchain Consortium, which was 19 different oil companies coming together to understand blockchain and its opportunities. That's helped. And 75 percent of our early calls were sort of evangelism of explaining blockchain and how it's different from cryptocurrency. So, it was an educational process. The industry was independently going down the road of understanding the technology. And, to be perfectly honest, it was a bit of blind luck that we chose this technology that the industry was getting behind anyways.

IM: What doors does your recently closed seed round open?

AB: Now we're pursuing a series A equity round. Seed was a bridge to equity funding. It was primarily individuals in town who got behind the company and believed in what we were trying to do. They helped open some doors, but primarily it was financing to get us to series A and prove the concepts from a sales and product market fit perspective.

IM: What are you long-term goals for Data Gumbo?

AB: To take the company public and to remain independent. We believe that we want to provide a service to the customers that is independent from any other offers. We want to stay true to our roots and be a blockchain network infrastructure people can trust and rely on for not just upstream oil and gas, but also getting into trucking and shipping and other adjacent industries so we can satisfy the whole supply chain.

IM: How is it being located in Houston?

AB: Houston's startup community has been amazing. When we started this journey, it had been a while since we had any entrepreneurial contacts, so it was basically like starting from scratch. Organizations like Station Houston and, later on, The Cannon helped provided great contacts. People from those organizations — and the business community as a whole — has been really generous with their time. Houston is probably second to none when it comes to people's willingness to help.

IM: What does Houston still need to work on as an innovation ecosystem?

AB: I don't think it's Houston specifically, but a generalization is that large corporations are set up to buy from large corporations. As a small company or startup to sell to a super major is difficult because the sales cycle is so long and the requirements are set up to buy from other large companies. If there was a way for creating an entrepreneurial division of these companies so that they can experiment with and support startups, that would be tremendous. If you're a startup, you should be focused on sales, but cracking that nut within a large company is really hard.

IM: What keeps you up at night as it pertains to business?

AB: People. I've viewed my roles with a huge responsibility. There are people who make a bet on a company, whether they be investors or employees, and you've got to be able to fund the company. So, whether it be through sales revenue or fundraising, making payroll and building a company that people can get a return on their investment is a huge responsibility. So, that's what keeps me up at night — making sure that I'm repaying people's faith in what we're doing.

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Portions of this interview have been edited.

Christopher Robart leads Ambyint — a technology company creating the Nest thermostat for oil rigs — with his twin brother, Alex. Courtesy of Ambyint

Oil and gas startup exec positions Houston company for more growth in 2019

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Most of Christopher Robart's 10-year career in oil and gas has been deliberate and calculated — researching the right startup to be involved in or finding the right buyer for a company he invested in. However, his actual start in the industry wasn't so intentional.

"I sort of fell into oil and gas after I got of college back in 2003," says Robart, who is the president of Ambyint USA. "Before that, I was involved in a few startup things — some digital and some not. I was always sort of an entrepreneur."

Robart shares the passion of entrepreneurialism with his twin brother, Alex, CEO of Ambyint. The two have similar work experiences, since they act as an oil and gas startup team in Houston. One of the first companies the duo bought and sold was PacWest Consulting Partners, which was sold to IHS Energy in 2014, Robart says. The second one, Digital H2O, they founded, grew the team, lead some investments, and sold it to Genscape in 2015.

The pair's newest endeavor is Ambyint, an oilfield smart technology company with Canadian origins. The Robart brothers have been involved in it for about two and a half years.

Christopher Robart spoke with InnovationMap about his career and what he hopes to accomplish with his oil and gas startup in 2019.

InnovationMap: How did you and your brother first get involved in Ambyint?

Christopher Robart: After we left IHS, we knew that our next up was going to be software and upstream oil and gas, but there were a lot of question marks. We did our due diligence. We leveraged all that information we found and settled on which market we wanted to be in. We ended up finding Ambyint and liked what they had built to date, but they had some gaps and shortcomings, particularly on the commercial side, and they had no U.S. presence. We thought those two gaps were something we'd be helpful filling out. We went through a fairly lengthy process to lead an investment into the company, and essentially took over through that process.

IM: So, Ambyint still has an office in Canada?

CR: The Canada office is primarily a technology office, with some sales capabilities up there. The U.S. is primarily sales, marketing, and customer support.

IM: How does the technology work?

CR: The easiest way to explain it is we're like a Nest thermostat for your oil wells. It's a piece of hardware and a piece of software. It's wired into the well's control system and tied up to cloud-based software. From there, we've been deploying artificial intelligence, machine learning, deep learning, etc.

IM: What do you look for in customers?

CR: Oil companies of any shape or size, really. Oil and gas industry aren't really known for being early adopters of technology. There's a lot of resistance to change, particularly at the production level, which we focus on. So we're looking for early adopters looking to lead the way.

We're in pretty much all the major oil-producing areas in the U.S. and Canada. We also have customers in Mexico, Chili, and Egypt. There's a few more countries in the Middle East we're trying to get into.

IM: Are you planning another fundraising round?

CR: We'll embark on a series B in the near future. We closed our series A, and it was pretty large, so we're in a good place. (The series closed in September of 2017 with $11.5 million raised, according to Crunchbase.)

IM: What are your goals for 2019?

CR: We've built a lot of cool technology, and we continue to do that. Our focus for 2019 is to continue to commercialize and expand our customer base. Our sales cycle is pretty long. It could be a year from the time we bring an initial lead to the table, running a pilot, getting results, and developing a plan. It's a long, slow, and, in some cases, a painful process.

When you're doing things like machine learning, you're teaching a machine how to do something a human would do something. What's required to do that is a massive amount of data to start, and from there, it's a never ending journey of data collection and monitoring your accuracy.

We've been focused on one specific artificial lift pump — every well will eventually take a piece of artificial lift pump. We work on the most common artificial lift pump, but it's just one of six key types. In addition to selling more of that pump, we are in the process of expanding to additional lift types.

IM: What keeps you up at night, as it pertains to your business?

CR: Change management. Getting our customers to adopt new technology and embrace change. That's it. We're constantly trying to get our customers to move more quickly.

IM: How do you and your brother work together? Do you each play different roles in the company?

CR: Our backgrounds are similar. We're twins, but we have personality differences. I spend a little more time with our customers than he does and with new product initiatives. I get pretty hands on.

His mandate is less focused on walking and talking with customers and more on managing the functions of the business and working with the leadership team. As well as financing and fundraising.

We've got a pretty good division of labor, but there is a lot of overlap of what we do.

IM: What are some of the pros and cons of being in Houston?

CR: Obviously the pro of being in Houston is it being the oil capital of the world. All our customers are here. It's sort of a must.

The downside of running a technology company in town is that tech talent is quite thin on the ground in Houston — especially what we're looking for. So, we don't have any tech team members in the Houston office. I'll put it mildly in that we are skeptical of the talent pool for really strong software developers in the Houston market.

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Portions of this interview have been edited.

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Houston startup raises $2.4M for sleep apnea technology

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Houston-based Bairitone Health has closed an oversubscribed seed round and achieved a regulatory milestone, the company tells InnovationMap.

The healthtech startup, which is developing solutions and technology for untreated obstructive sleep apnea (OSA), raised $2.4 million, says CEO and co-founder Meagan Pitcher, exceeding its $2 million goal.

New York-based Golden Seeds, which invests in female entrepreneurs, led the round. Houston-based South Loop Ventures also participated, as well as MALIAM, Impact Invest Her and additional angel, venture, syndicate and family office investors. The company previously raised a pre-seed round of $435,000 in 2024.

Pitcher says the latest funding will go toward Bairitone's clinical site expansion, FDA-facing work and the continued product development of its SOMNAR technology.

"What I’m most excited about is what this lets us do next: expand our clinical testing, work with more patients and physicians, and keep improving based on what we learn," Pitcher said in a LinkedIn post.

SOMNAR is the company's noninvasive diagnostic platform for sleep apnea airway assessment. The platform maps users' anatomy during natural sleep using a facial patch to determine the root cause of airway obstruction. It then offers effective therapies for each patient.

SOMNAR received Breakthrough Device Designation from the Food and Drug Administration in April. It is currently for investigational use only and is still pending FDA clearance. The new designation aims to help speed up development, assessment and review for premarket approval for medical devices, according to the FDA. It will also give Bairitone more opportunities to interact directly with FDA experts to make the approval process more efficient.

Bairitone was founded in 2022 in the Texas Medical Center's Biodesign program by Pitcher, CTO Onur Kilic and chief medical officer Britt Cross. It was a member of Activate Houston's inaugural cohort and has participated in numerous accelerators and incubators.

The company was a finalist for the Houston Innovation Awards in 2025 and 2024.

Houston university to launch master’s in artificial intelligence

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Houston’s Rice University will welcome students to its new Master of Artificial Intelligence (MAI) program next fall, the college announced last week.

The program, which will begin taking applications this fall, is geared toward students with a computer science background as well as working engineers, scientists and technologists as they pursue careers that create and deploy AI. It will be part of Rice’s Department of Computer Science.

The new graduate degree comes after Rice created its Bachelor of Science in AI program in 2025.

Students enrolled in the 30-credit-hour, non-thesis professional degree program will prepare for prospective jobs as AI architects, applied AI researchers and AI and machine learning engineers, according to a news release.

“AI is rapidly moving from research laboratories into the systems that shape how we work, learn and solve complex problems,” Luay Nakhleh, Dean of the George R. Brown School of Engineering and Computing, said in the release. “The MAI will give students the technical depth and practical experience to build these systems responsibly.”

The on-campus degree program will include coursework in AI foundations and traditional, hands-on learning over its three-semester duration. Students will have easy access to faculty and have the opportunity to collaborate in small cohorts. The program includes a required internship before completion.

Chris Jermaine, chair of Rice’s Department of Computer Science, says Houston is well-positioned to connect students with industries where AI is increasingly being used, including health care, energy, aerospace, finance and technology.

“The Master of Artificial Intelligence reflects the graduate education Rice is working to advance: rigorous, forward-looking and connected to the challenges graduates will encounter in their careers,” Jermaine said in the release. “Combining strong academic foundations with practical experience will prepare students to contribute thoughtfully and responsibly as AI continues to evolve.”

Other Texas universities offer similar degrees, like Texas A&M's online Master of Science in Artificial Intelligence, Baylor’s Master of Science in Artificial Intelligence (MSAI+), University of Houston Downtown’s Master of Science in Artificial Intelligence program, and University of Texas at Austin’s online master’s in AI.

MAI works as part of Rice’s Momentous strategic plan that incorporates responsible AI use, according to the university.

Tech giant Meta opens first Texas retail store in Houston's Galleria

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Social media giant Meta has arrived in Houston with a new store that allows shoppers to go hands-on with all of its products. The Meta Lab, which offers an immersive retail experience, is now open daily on level two of the Galleria.

Shoppers will find all of Meta’s virtual reality products at the store, including including Meta Glasses, Ray-Ban Meta, Meta Ray-Ban Display, Oakley Meta HSTN, and Oakley Meta Vanguard. People can also try out demos of the company’s virtual reality gaming headsets, the Meta Quest 3 and Meta Quest 3S.

Visitors are encouraged to put the devices on in order to experience what it’s like to wear and use them. Those who need prescription lenses for their Meta glasses can order those at the store, too.

It is the ninth Meta Lab to open nationwide and the first in Texas.

Prices start at about $225 for Ray-Ban Meta glasses and go up to $799 for the Meta Ray-Ban Display, which has an in-lens display for updates and other information. Meta Quest runs from $349 to $599.

"Our approach to experiential retail is rooted in culture, creativity, and self-expression, and we're committed to building a space that reflects the Houston community," a spokesperson told the Houston Chronicle. "We look forward to welcoming people into a new experience to get hands-on with our AI glasses and VR products."

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This article first appeared on CultureMap.com.

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