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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Air taxi network to land in 'Texas triangle' of Houston, Austin, DFW next year

taking flight

San Jose, California-based aerospace company Archer Aviation is bringing its air-taxi system to the “Texas triangle” of Houston, Austin and Dallas-Fort Worth.

Currently, the planned zero-emission electric air taxi networks will use Archer’s Midnight air taxi to “turn 60- to 90-minute drives to major airports, business districts and major destinations into 10- to 20-minute flights,” the company said in a news release. Archer plans to begin flights in the Texas triangle next year.

The Midnight air taxi is an all-electric vertical takeoff and landing (eVTOL) aircraft. It can carry four passengers and a pilot and is designed for consecutive flights of about 20 miles.

Archer cites the Texas triangle as one of the busiest and fastest-growing “megaregions” in the country due to its proximity to coastal regions, major airports, and a number of business districts.

Archer Chief Commercial Officer Nikhil Goel described the air taxi experience to CW Houston as “100 times quieter than a helicopter for the price of an Uber Black.” He added that the air taxis are a combination of a helicopter, a small airplane and a drone.

In Houston, Archer’s air taxi network will aim to connect George Bush Intercontinental, William P. Hobby and Sugar Land Regional Airport with downtown destinations, including the Thompson Hotel helipad, and Galveston.

In Austin, it plans to link the city's Austin-Bergstrom International Airport and Austin Executive Airport with the F1 Circuit Helipad at the Circuit of the Americas. Archer debuted its Midnight aircraft at the F1 Prix in the Fan Zone and the F1 Paddock at Austin’s Circuit of the Americas. The Dallas-Fort Worth network is slated to include Dallas-Fort Worth International Airport, Dallas Love Field, Addison Airport, Arlington Municipal Airport, Fort Worth Meacham International Airport and Perot Field Fort Worth Alliance Airport, plus major business hubs like Frisco Station.

“Texas is setting the bar for America’s leadership in the next generation of aviation,” Adam Goldstein, founder and CEO of Archer Aviation, said in the release. “Our planned networks will make the benefits of electric air taxis real for Texans — trading hours in traffic for minutes in the air, while connecting the biggest airports, business districts and sporting hubs in ways that America’s largest megaregion needs to grow.”

Archer is working with state and local partners to develop charging infrastructure and plans to pursue Texas operations through the White House’s eVTOL Integration Pilot Program, according to the release. It recently completed its "No Roads" flight tour, which included multiple flights over the San Francisco Bay, and flew to seven cities over three days.

5 Houston deep tech startups pushing the boundaries of their industries

meet the finalists

Houston has long been at the forefront of innovation, from NASA’s Johnson Space Center to its startup ecosystem using technology to disrupt industries.

As part of the 2026 Houston Innovation Awards, our Deep Tech Business category will honor an innovative startup providing technology solutions based on substantial scientific or engineering challenges, including those in the AI, robotics and space sectors.

Five deep tech companies have been named finalists for the 2026 award.

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

Casimir

Battery tech startup Casimir develops semiconductor chips that produce continuous electrical power straight from the quantum vacuum, without the need for a battery, cord or external charge source. The company is targeting commercialization for its first-generation MicroSparc chip by 2028.

Harold “Sonny” White founded Casimir in 2023 after nearly two decades at NASA. The company emerged from stealth with a $12 million seed round in 2026. It was also awarded an STTR Phase I contract from the U.S. Space Force's SpaceWERX to support the development of the company's solid-state generator for potential use by the Department of the Air Force earlier this year.

FocisAI

Artificial intelligence startup FocisAI helps refinery owner-operators unlock actionable insights from 3D scans and images.

FocisAI was founded by CEO Tyler Wooten, COO Colin Snell and CTO Kyle Snell in 2026. It is a member of Greentown Labs and launched a seed round in September, which is expected to close by the end of the year, according to the company's application. It has rolled out 10 pilot programs and is looking to move into recurring, facility-scale deployments and scale its team in Houston this year.

Machine Saver Inc.

Industrial tech startup Machine Saver Inc. builds wireless and wired vibration and proximity sensors to tell heavy industry when a machine is about to fail. The company's technology runs on an 8-plus-year battery life and helps operators reduce downtime, improve maintenance and extend equipment life.

Machine Saver was founded by CEO Colton Bach and Quentin Bach in 2013. Its customers and partners include Houston Methodist, Blue Bell, Genemco, as well as energy and heavy industry, food and beverage, and cold chain companies, according to its application. The company is raising a Series A.

Square Robot

Energytech startup Square Robot develops and operates submersible inspection robotics that inspect aboveground storage tanks while they remain in service. The robots reduce downtime and costs, improve worker safety and limit hydrocarbon emissions.

Square Robot launched its Houston office in 2019 and closed a Series B in 2025. It plans to complete its first U.S. Navy demonstrator tank in November and is also developing real-time inspection software.

Venus Aerospace

Spacetech company Venus Aerospace is developing a high-thrust rotating detonation rocket engine (RDRE) that replaces the subsonic combustion used in conventional rocket engines. The RDRE is a compact, simpler engine that can deliver up to 15 percent greater efficiency for defense and space applications. It completed its first U.S. flight test of the engine last summer.

Venus Aerospace was founded in 2020 by CEO Cassie Duggleby and CTO Andrew Duggleby. It raised a $20 million Series A in 2022 and $42 million Series A2 in 2025. It closed a $91 million Series B earlier this year and expanded its leadership team. The company is working toward longer-duration and higher-thrust testing and advancing its flight program.

Houston leads U.S. with the biggest surge in millionaire renters

Rent Report

The number of millionaire renters and homeowners in the U.S. has surged over the last five years, and Houston has soared ahead of the rest with the largest growth rate among these affluent renter households.

Houston leads the nation with the No. 1 increase in millionaire renters from 2020 to 2024, a new RentCafe study found. The number of these wealthy households increased from 18 to 232 over the last five years, representing a 1,189 percent growth rate.

"The pandemic accelerated the shift as remote work pushed the wealthy to relocate to lower-tax metros like Houston, where millionaire renters grew 13-fold, versus 3.9-fold for owners," the report said. "Granted, 232 households is still a tiny fraction of the Houston metro’s roughly 2.7 million households, but the growth rate far outpaces any other major metro."

Nationwide, the number of millionaire renter households grew 229 percent from 2020 to 2024, outpacing the 193 percent growth rate among millionaire homeowners.

Dallas was the only other Texas metro to crack the top 10. The number of millionaire renter households in North Texas has more than quintupled, from just 30 in 2020 to 165 in 2024. That represents a growth rate of 450 percent, which — surprisingly — is only the eighth highest nationwide.

But when it comes to the largest populations of millionaire renters, New York City and San Francisco still lead the way. New York claimed the No. 1 spot with nearly 7,300 millionaire renters living in the city in 2024. Houston ranked 12th on that list.

Elsewhere in Texas, Austin and Dallas ranked as the 16th and 17th, respectively, for the largest population of millionaire renters. There were 206 millionaire renters living in Austin in 2024, and 165 in Dallas.

This is who the typical millionaire renter is
The report also revealed a surprising statistic about the typical millionaire renter in the U.S. — a lot of them are millennials working in "white-collar, high-earning fields."

"Nearly half (49 percent) of millionaire renters are Millennials, and the number of affluent Millennial renter households surged 392 percent during the five-year period," the report said. "Gen X follows with 33 percent of millionaire Gen X households renting after increasing by 147 percent."

The report continued, "Although Gen Z still represents a small share of millionaire renters (just 2 percent of the total), no generation has expanded faster: Gen Z millionaire renter households leaped from fewer than a dozen to more than 400 — a tiny cohort today, but one that was virtually nonexistent five years ago."

The top three most common professions for millionaire renters are chief executives, software developers, and managers, the report additionally found. In Houston, the surge of wealthy newcomers are mostly executives, professional athletes, and entertainers.

"These roles tend to generate steady, substantial income without necessarily tying workers to one location, making renting a practical fit, rather than a financial necessity," the report said.

Hotspots for millionaire homeowners
In RentCafe's separate list comparing the top 10 most popular U.S. metros for millionaire homeowners, Houston ranked 12th nationally with 4,374 millioniare homeowners living in the metro as of 2024. These wealthy Houstonians are most likely working as chief executives, physicians, managers, and lawyers and judges.

Houston has already proven to be a hotspot for millennial homebuyers, and the latest RentCafe data says millennials make up 19 percent of all millionaire homeowners in the U.S. Gen Xers and Baby Boomers still maintain the largest shares of millionaire homeowners nationwide, at 45 and 33 percent, respectively.

Dallas (No. 10) and Austin (No. 20) also appeared among the hottest metros for millionaire homeowners.

Only one Texas city appeared among RentCafe's list of the 20 fastest-growing metros for millionaire homeowners: College Station ranked 13th nationwide with a growth rate of 1,329 percent. From 2020-2024, the number of millionaire homeowners residing in College Station grew from 14 to 200.

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This article originally appeared on CultureMap.com.