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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Rice University partners with astronaut foundation to offer new STEM scholarship

space scholars

Rice University has partnered with The Astronaut Scholarship Foundation (ASF) to offer a new scholarship opportunity for junior or senior STEM majors, beginning this spring.

The prestigious Astronaut Scholarship includes up to $15,000, mentorship, networking and a paid trip to the ASF Innovators Symposium and Gala. The scholarship is funded by the James A. Lovell Jr. Family Endowment, in honor of the late American astronaut and founder of the ASF.

“This scholarship opportunity represents an exciting new avenue for Rice STEM students to synthesize their experiences in courses and research and their commitment to advancing the public good as leaders in their field,” Danika Brown, executive director for the Center for Civic Leadership at Rice, said in a news release. “We are so grateful to the Lovell family and to the foundation for investing in Rice students, and we are confident that the foundation will be impressed with our nominees and that selected students will have a life-changing experience as astronaut scholars.”

The Rice Space Institute and the Center for Civic Learning recently hosted the ASF at the Ralph S. O’Connor Building for Engineering and Science.

At the ASF event, Jeff Lovell—son of James Lovell, who commanded Apollo 13 and flew on Apollo 8—announced the scholarship aimed at Rice STEM students. Charlie Duke, who served as spacecraft communicator for the Apollo 11 Moon landing and as the lunar module pilot for Apollo 16, also spoke at the event.

The ASF awarded 74 scholarships to students from 51 universities across the U.S. last May.

The ASF awarded its first seven $1,000 scholarships in 1986 to pay tribute to the Mercury 7 astronauts. It has since awarded more than $10 million to more than 850 college students.

So far, only students from Texas A&M University and the University of Texas at Austin have received the scholarship in Texas.

Houston hospital first in U.S. to use new system for minimally invasive surgery

sharper images

Houston’s Baylor St. Luke’s Medical Center has introduced an innovative new surgical imaging system that will allow surgeons to increase the number of minimally invasive procedures as well as reposition on the fly during operations.

Minimally invasive surgery has been shown across the board to improve patient outcomes with less chance of infection and shorter recovery times compared to traditional open surgery. However, the human body is not exactly easy to work on through small incisions, necessitating the development of state-of-the-art cameras and imaging technology to guide surgeons.

Enter GE HealthCare’s Allia Moveo, now a part of the Baylor St. Luke’s Medical Center operating room. Using cutting-edge technology, it uses the same high-definition imaging usually seen in the catheterization lab at speeds fast enough to respond to shifting surgical conditions. Its cable-free setup allows surgeons to switch positions much faster, and it features advanced 3D imaging that compensates for breathing motion and interference from metal implants.

Its design supports a range of cardiovascular, vascular, non-vascular, interventional and surgical procedures, according to CommonSpirit Health, a nonprofit Catholic health network, of which Baylor St. Luke's is a member.

“This innovative platform enhances how our clinicians navigate complex minimally invasive procedures by improving mobility, image clarity, and workflow efficiency. It strengthens our ability to deliver precise, patient-centered care while supporting our teams with technology designed for the evolving demands of modern interventional medicine,” Dr. Brad Lembcke, president of Baylor St. Luke’s Medical Center, said in a news release from Baylor and the Texas Heart Institute.

Baylor St. Luke’s is the first hospital in the U.S. to use the Allia Moveo technology. The definition and responsiveness of the new system allow surgeons to navigate the body with greater accuracy and smaller incisions, even for very delicate operations.

“Allia Moveo gives us the flexibility and image quality needed to manage increasingly complex minimally invasive procedures with greater confidence,” Dr. Gustavo Oderich, vascular surgeon and professor of surgery at Baylor College of Medicine, added in the release. “The ability to quickly reposition the system, obtain high-quality 3D imaging, and integrate advanced guidance tools directly into the workflow enhances procedural accuracy. This technology supports our mission to push the boundaries of what is possible in endovascular and interventional surgery.”

Houston clocks in as one of the hardest working cities in America

Ranking It

Houston and its residents are proving their tenacity as some of the hardest working Americans in 2026, so says a new study.

WalletHub's annual "Hardest-Working Cities in America (2026)" report ranked Houston the 37th most hardworking city nationwide. H-town last appeared as the 28th most industrious American city in 2025, but it still remains among the top 50.

The personal finance website evaluated 116 U.S. cities based on 11 key indicators across "direct" and "indirect" work factors, such as an individual's average workweek hours, average commute times, employment rates, and more.

The U.S. cities that comprised the top five include Cheyenne, Wyoming (No. 1); Anchorage, Alaska (No. 2); Washington, D.C. (No. 2); Sioux Falls, South Dakota (No. 4); and Irving, Texas (No. 5). Dallas and Austin also earned a spot among the top 10, landing as No. 7 and No. 10, respectively.

Based on the report's findings, Houston has the No. 31-best "direct work factors" ranking in the nation, which analyzed residents' average workweek hours, employment rates, the share of households where no adults work, the share of workers leaving vacation time unused, the share of "engaged" workers, and the rate of "idle youth" (residents aged 16-24 that are not in school nor have a job).

However, Houston lagged behind in the "indirect work factors" ranking, landing at No. 77 out of all 116 cities in the report. "Indirect" work factors that were considered include residents' average commute times, the share of workers with multiple jobs, the share of residents who participate in local groups or organizations, annual volunteer hours, and residents' average leisure time spent per day.

Based on data from The Organisation for Economic Co-operation and Development (OECD), WalletHub said the average American employee works hundreds of more hours than workers residing in "several other industrialized nations."

"The typical American puts in 1,796 hours per year – 179 more than in Japan, 284 more than in the U.K., and 465 more than in Germany," the report's author wrote. "In recent years, the rise of remote work has, in some cases, extended work hours even further."

WalletHub also tracked the nation's lowest and highest employment rates based on the largest city in each state from 2009 to 2024.

ranking

Source: WalletHub

Other Texas cities that earned spots on the list include Fort Worth (No. 13), Corpus Christi (No. 14), Arlington (No. 15), Plano (No. 17), Laredo (No. 22), Garland (No. 24), El Paso (No. 43), Lubbock (No. 46), and San Antonio (No. 61).

Data for this study was sourced from the U.S. Census Bureau, Bureau of Labor Statistics, U.S. Travel Association, Gallup, Social Science Research Council, and the Corporation for National & Community Service as of January 29, 2026.

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This article originally appeared on CultureMap.com.