Energy companies need to integrate new functions in order to better utilize data, says this expert

Using APIs, organizations can more easily combine their own internal data. Getty Images

Houston, home to one of Cognite's U.S. headquarters, is the energy capital of the world. But while many oil and gas industry players and partners come together here, much of the data they use — or want to employ — remains siloed.

There's no lack of data. Connected devices are a wellspring of enterprise resource planning data, depth-based trajectories, piping and instrumentation diagrams, and sensor values. But incompatible operational data systems, poor data infrastructure, and restricted data access prevent organizations from easily combining data to solve problems and create solutions.

We understand these challenges because we work alongside some of the biggest operators, OEMs and engineering companies in the oil and gas business. Lundin Petroleum, Aker Energy OMV, and Aker BP are among our customers, for example.

Flexible, open application programming interfaces can address the challenges noted above. APIs enable users to search, filter and do computations on data without downloading full data sets. And they abstract the complexity of underlying storage formats.

As a result, data scientists and process engineers can access data in an efficient manner, spending more time on their use cases and less effort contending with technical details. Using APIs, organizations can more easily combine their own internal data. APIs also simplify the process of using data from industry partners and other sources.

Most companies have slightly different work processes. But common API standards can help a company combine software services and platforms from others in a way that matches its own business logic and internal processes. That can allow the company to differentiate itself from competitors by employing services from the best suppliers to create innovative solutions.

Standardizing APIs across the oil and gas industry would open the door to a community of developers, which could create custom applications and connect existing market solutions. Then more new and exciting applications and services would reach the market faster.

To ensure adoption and success of such a standardization effort, the APIs would need to be well crafted and intuitive to use. These APIs would have to include the business logic required to perform the operations to empower users. In addition, APIs would need to define and allow for the sharing of desired information objects in a consistent way.

Best practices in defining common APIs for sharing data within the industry include:

  • Introducing APIs iteratively, driven by concrete use cases with business value
  • Ensuring all services using the API provide relevant output and insights in a structured machine-readable format, enabling ingestion into the API to ensure continuous enrichment of the data set
  • Making all data searchable
  • Preventing underlying technology from being exposed through the APIs to ensure continuous optimization and allow companies to implement their technology of choice
  • Supporting all external data sharing through an open, well-documented and well-versioned API, using the OpenAPI standard

If oil and gas industry operators define APIs, suppliers will embrace them. That will "grease" the value chain, allowing it to move with less friction and waste.

Operations and maintenance are a natural place for API harmonization to start. Standardized APIs also can enable operators to aggregate and use environmental, equipment and systems, health and safety, and other data. That will accelerate digital transformation in oil and gas and enable companies to leverage innovative solutions coming from the ecosystem, reduce waste, and improve operations, making production more sustainable.

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Francois Laborie is the general manager of Cognite North Americas.

Luther Birdzell, founder and CEO of Houston-based OAG Analytics is on a mission to democratize data for his upstream oil and gas clients. Courtesy of OAG Analytics

Houston entrepreneur is using his analytics company to change the oil and gas industry

Featured Innovator

Luther Birdzell has been on a mission to democratize data for the upstream oil and gas industry since he started his company, OAG Analytics, in 2013.

For him, there's just not enough data scientists for hire to do the same thing internally for different companies. He thought of a way where he can give clients an easy-to-use platform to have access to data that could save oil and gas companies millions of dollars. So, that's exactly what he did.

"Over the past five and a half years, we've built that platform," Birdzell says. "We are currently helping to optimize over $1 billion in capital deployment around drilling and completions."

The company has grown to 25 employees and tripled its revenue last year. The team is forecasting another year of high grow for 2019.

Birdzell spoke with InnovationMap to talk about his start in software, the company's growth, and why nonprofit work has been important to him as a business leader.

InnovationMap: Did you always know you wanted to be an entrepreneur?

Luther Birdzell: When I was about two years old, my grandfather ran a meat business in New York City — in the meatpacking district, back when that area actually had meat packers. It just was in my bones from a really young age that I wanted to start a business.

IM: How did you get into software development?

LB: I studied electrical engineering in college. For my first seven years, I worked within consulting, implementing systems that made data more valuable to subject matter experts. I was primarily supporting management teams and mostly tech teams.

Then, I met the founders of iTKO, who were doing software testing for clients, and I helped them figure out a way that was complementary to what they were doing. We took a capability that can enable software developers that can help companies reduce their data center costs by a lot. It was a capability that was really restricted to specialized programing. Together we figured out how to make that a capability that anyone in an IT company used. That resulted in companies being able to higher fewer people to maintain servers, as well as reduce other costs. Companies were saving of millions of dollars per year per project.

IM: When did the idea for OAG come to you?

LB: Computer Associates bought iTKO from us in 2011. When I resigned from CA in 2013, it was very clear to me that artificial intelligence, big data, machine learning, and the cloud, were all tech ingredients for adding more value to data. Then the oil and gas business came into focus.

When I founded OAG Analytics, our mission then — and still is today — was to build a platform for the upstream oil and gas industry that enables them to manage their data, introduces world-class machine learning in minutes without having to write a single line of code, and allow them to run simulations on the resulting analysis.

IM: What makes OAG successful?

LB: My vision was to create a platform that could be trusted to support billions of dollars of capital optimization through transparency and control. A black box doesn't work for the kind of problems we're helping our customers optimize. They need something that's easy to use, simple, powerful, and also gives them complete control.

IM: What's the barrier of success for your clients?

LB: We have customers who have increased their capital efficiency on drilling programs that are about $500 million by over 25 percent, while still getting the same amount of oil out of the ground.

IM: What was the early reception like?

LB: We found a lot of interest in talking about how it works. In 2013, 2014, 2015, well over half the industry knew enough about this technology from other industries to have high confidence that it would affect the oil and gas industry one day. They were willing to spend an hour or two on what it is and how it works. But the number of companies who were really willing to invest in a meaningful way was really small.

There were companies, like EOG Resources, for example started spending millions of dollars developing this technology in house. Other companies seeing EOG and Anadarko success, raised the bar on the level of proof.

There's an increasing number of companies in the industry who realize that AI isn't a futuristic thing anymore. There are companies using it today, and the companies using it right are making more money. But, they're learning it's hard to do right. It could take years and millions of dollars to develop this yourself, but we're helping companies get up to speed in a matter of months, and our total cost for the first year is well under a million bucks to do this. They want us to train them how to use it, then act as support, rather than run it all for them.

IM: Do you plan to stay in just upstream oil and gas?

LB: We're 100 percent focused on upstream oil and gas, and always have been, but as we continue to grow, we're going to follow the market and what customers want. Repurposing our platform for other applications in oil and gas, energy, and even beyond that. We're evaluating. The vision has always been to democratize AI, and oil and gas is where we started.

IM: Do you have an exit strategy?

LB: As far as exits, I get asked this a lot. I don't believe in exit strategies. I believe in building a great company. I've seen a lot of founders make a lot of mistakes trying to cut corners to get to early exits. Our goal is to be a great company, and that starts with the right vision and then getting the right people and hires.

IM: How has Houston been as a place to have a startup in energy?

LB: Houston is unparalleled in the oil patch or the ability to support day trips. There's two airports and tons of direct flights to other cities in the oil patch. It's the only city you can cover all the other cities from with day trips. The efficiency of being able to be on site with customers is such an advantage.

There are a lot of industry experts in and around Houston, but a startup software company works very differently from an oil company. I think we have a long road ahead of us before we have an ecosystem in place to support startups and give them the best chance of success. Some of that comes from advisers, some from the ecosystem, and some part of it just takes time. But once those pieces come into play, talent follows. I think Houston is a very natural hub for energy tech.

IM: Volunteering is an important part of your business. Why is that something you've focused on?

LB: Something in the DNA of our business is giving back. We do that through direct community action. We've volunteered as a company, and we're always on the lookout for ways we can engage with and make the most contribution to the community. We do this primarily for personal reasons, but the universe has been very generous over my career with reciprocating a professional upside.

You volunteer in high school to get into college, then maybe some in college. And you might think, "oh that's for philanthropists or retired people and I'll get back to that later." But the reality of that is it feels better doing some of that now, so we do.

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Portions of this interview have been edited.

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

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

Featured innovator

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.

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3 Houston companies land on Deloitte’s Technology Fast 500 list

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Three Houston companies have made this year’s Deloitte North America Technology Fast 500 list.

The report ranks the fastest-growing technology, media, telecommunications, life sciences, fintech, and energy tech companies in North America. The Houston companies to make the list, along with their revenue growth rates from 2021-2024, include:

  • No. 16 Action1 Corp., a provider of cybersecurity software. Growth rate: 7,265 percent
  • No. 92 Cart.com, a commerce and logistics platform. Growth rate: 1,053 percent
  • No. 312 Tellihealth, a remote health care platform. Growth rate: 244 percent

“Houston’s unique blend of entrepreneurial energy and innovation continues to strengthen the local business community, and I’m thrilled to see Houston companies honored on the 2025 Deloitte Technology Fast 500 list. Congratulations to all the winners,” said Melinda Yee, managing partner in Deloitte’s Houston office.

Action1 is no stranger to lists like the Deloitte Technology Fast 500. For instance, the company ranked first among software companies and 29th overall on this year’s Inc. 5000, a list of the country’s fastest-growing private companies. Its growth rate from 2021 to 2024 reached 7,188 percent.

Mike Walters, president and co-founder of Action1, said in August that the Inc. 5000 achievement “reflects the dedication of Action1’s global team, who continue to execute against an ambitious vision: a world where cyberattacks exploiting vulnerabilities are entirely prevented across all types of devices, operating systems, and applications.”

Atlanta-based Impericus, operator of an AI-powered platform that connects health care providers with pharmaceutical and life sciences companies, topped the Deloitte list with a 2021-24 growth rate of 29,738 percent.

“Our mission is to set the standard for ethical AI-powered physician connections to pharma resources, accelerating and expanding patient access to needed treatments,” said Dr. Osama Hashmi, a dermatologist who’s co-founder and CEO of Impiricus. “As we continue to innovate quickly, we remain committed to building ethical bridges across this vital ecosystem.”

How executive education retains your best employees + drives success

Investing in People

Hiring is tough, but retaining great people is even harder. Ask almost any manager what keeps them up at night, and the answer usually comes back to the same thing: How do we keep our best employees growing here instead of looking elsewhere?

One reliable approach has held up across industries. When people see their employer investing in their development, they’re more likely to stay, contribute, and imagine a future with the organization.

The data backs this up. Employees who take part in ongoing training are far less likely to leave, and the effect is especially strong for younger workers. One national survey found that 86% of millennials would stay with an employer that invests in their development. Companies that build a real learning culture see retention jump by 30-50%. The pattern is consistent: When people can learn and advance, they stay.

The ROI of executive education
Professional development signals value, but it also builds capability. When people have access to structured learning, they become better problem-solvers, more adaptable, and more confident leading through change.

That's the focus of Executive Education at Rice University's Jones Graduate School of Business. The portfolio is built for the realities of modern leadership: AI and digital transformation courses for teams navigating new technologies, and deeper programs in innovation and strategy for leaders sharpening long-term thinking.

“People, managers, professionals, and executives in all functional areas of business can benefit from this program,” notes Jing Zhou, Mary Gibbs Jones Professor of Management and Psychology at Rice. “We teach the fundamental principles of how to drive innovation and broaden the cognitive space.”

That perspective runs through every offering, from the Rice Advanced Management Program to the Leadership Accelerator and Leading Innovation. Each program gives participants practical tools to think strategically, work across teams and make meaningful change inside their organizations.

Building the leadership pipeline
Leadership development isn’t a perk anymore. It’s a strategic need for any organization that wants to grow and stay competitive.

Employers know this — nearly two-thirds say leadership training is essential to their success — yet employees still report feeling stalled. Reports find 74% of employees feel they aren’t reaching their potential because they lacked meaningful growth opportunities.

Rice Business designs its Executive Education programs to address that gap. The Rice Advanced Management Program, for example, supports leaders preparing for C-suite, board, or enterprise-level roles. Its format — two in-person modules separated by several weeks — gives participants space to test ideas at work, return with questions, and build on what they’ve learned. The structure fits demanding executive schedules while creating room for deeper reflection and richer peer connections.

Just as important, the program helps senior leaders align on strategy and culture. Participants develop a shared language and build stronger relationships, which translates into clearer decision-making, better collaboration, and less burnout across teams.

Houston’s advantage
Houston gives Rice Business Executive Education a distinctive edge. The city’s position in energy, healthcare, logistics, and innovation means participants are learning in the middle of a global business ecosystem. That proximity brings a mix of perspectives you don’t get in more siloed markets, and it pushes leaders to apply ideas to real-world problems in real time.

The expertise runs deep on campus, as well. Participants learn from faculty who are shaping conversations in their fields, not just teaching from a playbook. For many organizations, that outside perspective is a meaningful complement to in-house training — a chance to stretch thinking, challenge assumptions, and broaden leadership capacity.

Rice Business offers multiple paths into that experience, from open-enrollment programs like Leading Organizational Change, Executive Leadership for Women, or Driving Growth through AI and Digital Transformation to fully customized corporate partnerships. Across all formats, the focus is the same: education that is practical, relevant, and built for impact.

Investing in retention and results
When organizations make room for real development, the payoff shows up quickly: higher engagement, stronger leadership pipelines, and lower turnover. It also shapes the culture. People are more willing to take risks, ask better questions, and stay curious when they know learning is part of the job.

As Brent Smith, senior associate dean for Executive Education at Rice Business, explains, “There’s a layer of learning in leadership that’s about helping people adopt a leadership identity — to see themselves as the actual leader for their organization. That’s not an easy transition, but it’s the foundation of lasting success.”

For companies that want to build loyalty, deepen leadership capacity, and stay competitive in a fast-changing environment, investing in people isn’t optional. Rice Business Executive Education offers a clear path to do it well. Learn more here.

Check out upcoming programs:

Houston’s 10 most valuable startups revealed in new report

by the numbers

The Greater Houston Partnership has released its list of the 10 most valuable startups that are fueling the city’s growth and entrepreneurial energy, including industry giants like Axiom Space and Fervo Energy.

Currently, Houston hosts more than 1,300 startups in industries such as energy, life sciences, manufacturing and aerospace, according to the GHP. The list ranks its top 10 startups by valuation based on the company’s last private funding round, reflected in Pitchbook data, as of Oct. 20 of this year.

The top 10 list includes:

10. NXTClean Fuels

Valuation: $530 million

NXTClean Fuels builds biofuel refineries that produce renewable fuel by using feedstocks like cooking oil and recycled organic materials.

9. Homebase

Valuation: $660 million

HR tech company Homebase provides employee management software that helps manage and optimize timesheets, payroll and more, with over over 100,000 small businesses and 2 million hourly workers using its product.

8. Zolve

Valuation: $800 million

Zolve is a banking platform that provides customers with access to financial products that aim to be accessible, flexible, and affordable than other financial platforms.

7. Stramsen Biotech

Valuation: $807 million

Stramsen Biotech develops plant-based drug therapies that target both infectious and noninfectious diseases, which include cancer, diabetes, HIV, kidney disease and neurological issues.

6. Octagos

Valuation: $843 million

Healthtech company Octagos has developed a remote cardiac monitoring software driven by AI that helps consolidate patient data in real-time, assisting healthcare professionals in providing quicker, easier and more accurate care.

5. Fervo Energy

Valuation: $1.4 billion

Pioneering geothermal company Fervo Energy combines horizontal drilling and fiber-optic sensing to produce electricity. The company is developing its flagship Cape Station geothermal power project in Utah. The first phase of the project will supply 100 megawatts of power beginning in 2026

4.Cart.com

Valuation: $1.7 billion

Cart.com is an e-commerce giant and logistics solutions provider that was founded in 2020 and obtained unicorn status within just three years.

3. Axiom Space

Valuation: $2.1 billion

Axiom Space is one of the anchor tenants at the Houston Spaceport, and has completed four missions of sending commercial astronauts to the ISS since 2022. In 2027, the company expects to see the first section of its private space station, Axiom Station, launched into low-earth orbit.

2. Solugen

Valuation: $2.175 billion

Solugen replaces petroleum-based products with plant-derived substitutes through its Bioforge manufacturing platform.

1. HighRadius

Valuation: $3.2 billion

HighRadius uses advanced technology to automate and manage accounts receivable processes for businesses worldwide.

The GHP also released its State of Houston’s Tech and Innovation Landscape, which mapped Houston’s digital and innovation sectors. Read the full report here.

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