A Canadian software company is expanding its presence in Houston to meet the needs of its clients. Photo via Getty Images

One of the biggest obstacles heavy industry tech startups face — especially in oil and gas — is getting that first big customer, says Vicki Knott, co-founder and CEO of Crux OCM.

"Our biggest challenge is nobody wants to be first in energy," she tells InnovationMap.

But Crux OCM, based in Calgary, overcame that challenge and currently counts Houston-based Phillips 66 among its clients. The two companies announced a pilot program for Crux OCM's pipeBOT technology earlier this year.

Crux OCM's technology focuses on automating the control room operations — something that, like most automation software, increases revenue and reduces errors. The company, which was founded in 2017, also allows its clients consistency and reliability with its software.

"Even though the pumps and the equipment are automated, control room operators are still executing procedures, checklist, and rules of thumb on their own via screens," Knott says. "If you think of pilots and planes have autopilot software, why don't our control room operators? That's really the problem we set out to tackle."

Vicki Knott is co-founder and CEO of Crux OCM. Photo courtesy

Automation is certainly a growing opportunity for energy companies — especially in light of the pandemic that forced remote work and less on-site personnel across industries. Knott says just over a year ago, Crux OCM saw increased interest.

"We had a couple customers who had their capital budget cut when the pandemic hit and when oil went negative, and we had a couple customers who said they were doubling down on software like this," Knott explains.

The company has raised $3 million in venture funding, backed by Root Ventures, Angular Ventures, and Golden Ventures. Knott says another funding round is on the horizon as is growth for its Houston presence.

Crux OCM currently has three full-time Houston employees and is looking to grow that team in the next six months. Specifically, the local team will focus on sales, as well as product development, as the company's head of sales and senior product manager are both based here. As the local clientbase grows, Knott says they will also need to hire deployment engineers as well.

A new office to support this growing team is also in the works. Knott says she's looking for space in North Houston, and, depending on how comfortable people are returning to offices and meetings, it could open as early as later this year.

Calgary and Houston have a lot in common, Knott says, and she sees a very natural connection to the two regions. Knott plans to work six months of the year in Houston with the local office.

"A lot of the companies that head offices in Houston, they have head offices in Calgary," she says. "If a startup in Houston is getting traction, I think there's a natural movement to start in the Calgary market and vice versa."

Quorum Software is growing fast by adding to its suite of technology by making strategic acquisitions. Getty Images

Houston energy software company prepares to continue acquisition growth in 2020

M&A moves

A Houston software company specializing in cloud-based accounting and finance technology for oil and gas companies is growing at a rapid pace thanks to recent acquisitions.

Houston-based Quorum Software has grown its company over 100 employees last year, and Gene Austin, who was recently named CEO, says it's just the beginning.

The software solutions provider, which is a portfolio company of California-based private equity firm Thoma Bravo LLC since 2018, has big plans to continue the exponential growth with more acquisitions that diversify their portfolio of services and a Houston office expansion later this year.

According to Austin, he expects this growth spurred by M&A activity to double Quorum's revenue of $200 million in the next 3 to 5 years.

"We are always thinking about how to best serve our customers," Austin says. "We've made millions of dollars of investments in our support organization and cloud team services that are foundational to reinvigorate innovation and help our customers see how the future can unfold for them."

Courtesy of Quorum

Quorum is in the midst of a transformation into a software provider, focusing on cloud operations and digital software with significant acquisitions. Most recently, they launched OGsys on Demand, a cloud-based accounting software, after acquiring OGsys in August of 2019. The integration of OGsys expands the cloud-based capabilities for accounting products tailored for upstream medium-sized energy companies.

The launch was right on the heels of two other acquisitions that included Irving, Texas-based Archeio Technologies in June, a document classification smart search technology provider, and Pasadena, Texas-based Coastal Flow Measurement Inc. in March, a family of energy measurement services, one of which was Flow-Cal, a measurement data management software for oil and natural gas.

"Using innovation for us means not only acquiring new technologies but also investing in the right areas for our business and our current products," says Austin.

Quorum, who provides software solutions for a broad spectrum of energy companies' needs, from operations to accounting, plant management, and financial forecasting, began as a consulting firm more than 20 years ago. The company got its start with a customer-oriented structure for large oil and gas companies, known as enterprise organizations in the industry.

Eventually, the business transitioned to working with mid-size firms along with their larger set of clients. It was then when Quorum began to hear from clients their need for better accounting software that met the specific challenges of mid-size companies.

"Our products are designed to help our clients know much more about what's happening inside the business, making sure efficiency is possible," Austin tells InnovationMap. "We're doing that by using web applications that allow our clients to use mobile devices, that's a fairly new innovation in the energy world, we're trying to lead the way."

The focus on quick and efficient software technologies is reaping benefits for Quorum. Eighty percent of the largest oil and gas producers in the United States use Quorum, and its technology powers 80,000 miles of pipeline and that accounts for 80 percent of all-natural gas processed in the U.S.

"We believe because of the products we represent and the way we position our services, including our cloud-based accounting and financial application," Austin says. "We are well-positioned to help our clients do a great job of driving efficiency."

Penrose's advance process control software can increase production by 10 to 15 percent in downstream oil and gas refineries. Pexels

Houston oil and gas software company is increasing downstream productivity while lowering emissions

Efficient energy

In the next 30 years, the world will need 30 percent more energy due to population growth. While energy production will increase to keep up with demand, there is an increasing concern with the impact on the environment.

"How do you produce more energy without emission increases or more air quality pollution?" asks Erdin Guma, CFO of Penrose Technologies.

According to Guma, Penrose is uniquely well-suited to solve these serious challenges with its advanced process control technology increases the productivity of a chemical plant or refinery by 10 to 15 percent. The increase in productivity means the plants use less fuel to produce the energy. The plant then releases fewer emissions while producing the same amount of energy.

The technology itself is an automation software — similar to autonomous software on a plane. The autonomous operation increases downstream productivity, which brings about the energy efficiency.

"Our autopilot software (like a human operator) can manage and foresee any unexpected disturbances in the plant," Guma explains. "The achievements that the Penrose technology has brought about seemed impossible to chemical and process engineers in the refinery space a few years ago."

Penrose recently signed its first project with one of the biggest downstream firms in the world. With a network of refineries and petrochemical plants around the world, this contract could lead to a global roll out of the Penrose technology.

A ground-breaking technology for O&G
The word "Penrose" is taken from a penrose triangle, an impossible geometrical object. Guma explained that the energy efficiency brought about from their software seemed impossible at first. Penrose has been able to reduce emissions inside plants and refineries by 15 to 20 percent while keeping production at the same level.

In 2007, a chief engineer working at a major oil and gas processing plant in Houston procured the technology for one of his plants. When the engineer saw how well the technology worked, he founded Penrose Technologies in 2017 with Tom Senyard, CTO at Penrose, who originally developed the technology.

After starting the company at the end of 2007, Penrose joined Station Houston. Guma said that by becoming a member, Penrose was able to plug into a large refining and petrochemical network.

"Penrose Technologies is completely self-financed. We worked with [Station Houston] as we finalized the software to find out what potential customers thought of the product. For us, Station Houston has been a great sounding board to potential investors in the company," Guma says.

Guma also explained that while there has been an uptick in innovation in the last few years, the refining and petrochemical business is traditional a slow mover in the uptake of innovation.

"I think more major oil and gas firms are becoming attune to startups and the innovation solutions they offer," Guma says.

He went on to explain that the biggest challenge Penrose faces is perception. Since the software allows plant operators and engineers at the plant to be hands off in the processes, there is a concern with reliability. For industry insiders, any viable product must be reliable even when process conditions at the plant change, which can happen often.

"The Penrose software is maximum hand off control from operators, and the reliability of our software gives us a huge edge in other competing products that can be unreliable," Guma says.

Future growth on a global market
Given the pressing need for more environmentally sustainable energy production, new technology will be adopted in the oil and gas energy. As Guma explains it, there will be no way to continue producing energy as it's been produced for decades because the negative effects of air pollution and emissions will be too severe — particularly in the areas where refineries operate.

"We see the global market for this type of technology as severely underserved," Guma says. "It's a big and sizable market, and I think we can reach a $2 to $3 billion valuation in the next five years."

With a core team of six employees in Houston, Penrose's software is now commercially available, and the company is in full growth mode at this point. The software can be distributed directly to customers, but they are working to develop distribution with major engineering companies as well.

Guma is grateful to be in an environment conducive to energy start-ups. He sees Houston as a major advantage given its proximity to the energy sector.

"No technology rises up in a vacuum. Any new technology needs a good ecosystem to come from," says Guma. "Houston was that ecosystem for Penrose."

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3 Houston innovators who made headlines in May 2025

Innovators to Know

Editor's note: Houston innovators are making waves this month with revolutionary VC funding, big steps towards humanoid robotics, and software that is impacting the agriculture sector. Here are three Houston innovators to know right now.

Zach Ellis, founder and partner of South Loop Ventures

Zach Ellis. Photo via LinkedIn

Zach Ellis Jr., founder and general partner of South Loop Ventures, says the firm wants to address the "billion-dollar blind spot" of inequitable distribution of venture capital to underrepresented founders of color. The Houston-based firm recently closed its debut fund for more than $21 million. Learn more.

Ty Audronis, CEO and founder of Tempest Droneworx

Ty Audronis, CEO and founder of Tempest Droneworx

Ty Audronis, center. Photo via LinkedIn.

Ty Audronis and his company, Tempest Droneworx, made a splash at SXSW Interactive 2025, winning the Best Speed Pitch award at the annual festival. The company is known for it flagship product, Harbinger, a software solution that agnostically gathers data at virtually any scale and presents that data in easy-to-understand visualizations using a video game engine. Audronis says his company won based on its merits and the impact it’s making and will make on the world, beginning with agriculture. Learn more.

Nicolaus Radford, CEO of Persona AI

Nicolaus Radford, founder and CEO of Nauticus RoboticsNicolaus Radford. Image via LinkedIn

Houston-based Persona AI and CEO Nicolaus Radford continue to make steps toward deploying a rugged humanoid robot, and with that comes the expansion of its operations at Houston's Ion. Radford and company will establish a state-of-the-art development center in the prominent corner suite on the first floor of the building, with the expansion slated to begin in June. “We chose the Ion because it’s more than just a building — it’s a thriving innovation ecosystem,” Radford says. Learn more.

Houston university to launch artificial intelligence major, one of first in nation

BS in AI

Rice University announced this month that it plans to introduce a Bachelor of Science in AI in the fall 2025 semester.

The new degree program will be part of the university's department of computer science in the George R. Brown School of Engineering and Computing and is one of only a few like it in the country. It aims to focus on "responsible and interdisciplinary approaches to AI," according to a news release from the university.

“We are in a moment of rapid transformation driven by AI, and Rice is committed to preparing students not just to participate in that future but to shape it responsibly,” Amy Dittmar, the Howard R. Hughes Provost and executive vice president for academic affairs, said in the release. “This new major builds on our strengths in computing and education and is a vital part of our broader vision to lead in ethical AI and deliver real-world solutions across health, sustainability and resilient communities.”

John Greiner, an assistant teaching professor of computer science in Rice's online Master of Computer Science program, will serve as the new program's director. Vicente Ordóñez-Román, an associate professor of computer science, was also instrumental in developing and approving the new major.

Until now, Rice students could study AI through elective courses and an advanced degree. The new bachelor's degree program opens up deeper learning opportunities to undergrads by blending traditional engineering and math requirements with other courses on ethics and philosophy as they relate to AI.

“With the major, we’re really setting out a curriculum that makes sense as a whole,” Greiner said in the release. “We are not simply taking a collection of courses that have been created already and putting a new wrapper around them. We’re actually creating a brand new curriculum. Most of the required courses are brand new courses designed for this major.”

Students in the program will also benefit from resources through Rice’s growing AI ecosystem, like the Ken Kennedy Institute, which focuses on AI solutions and ethical AI. The university also opened its new AI-focused "innovation factory," Rice Nexus, earlier this year.

“We have been building expertise in artificial intelligence,” Ordóñez-Román added in the release. “There are people working here on natural language processing, information retrieval systems for machine learning, more theoretical machine learning, quantum machine learning. We have a lot of expertise in these areas, and I think we’re trying to leverage that strength we’re building.”