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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Planned KBR spinoff scores $1B NOAA deal for extreme weather forecasting

weather watch

Amid a major spinoff, Houston-based KBR's Mission Technology Solutions business has been awarded a five-year contract for up to $1.1 billion from NOAA’s National Weather Service to help predict and combat extreme weather conditions.

Under the follow-on Commercial Data Program National Mesonet Program (CDP NMP) contract, KBR will provide weather and observational data from commercial stations, university and research campuses, and other non-federal providers nationwide. The information collected will assist in predicting severe temperatures and high-impact weather conditions like extreme storms.

"This award underscores KBR's proven track record of delivering vital data that strengthens national forecasting capabilities," Todd May, KBR’s senior vice president of Mission Technology Solutions, said in a news release.

According to a separate release from NOAA, the contract expands upon KBR's existing relationship with the agency. KBR will work with about 70 private industry partners on services such as data recording, collection, aggregation and processing, and will lead the CDP NMP's "network of networks."

“NOAA gathers environmental information from a wide variety of sources, and a growing list of private industry partners have joined our agency to collect this vital data,” Ken Graham, director of NOAA’s National Weather Service, said in the release. “This agreement streamlines the process that turns raw data into the gold-standard forecasts that Americans depend on.”

KBR will utilize its Speed to Mission ImpactSM technology for the project to supply data from across regions, measurement types, and system configurations. Both KBR and NOAA say the expanded data collection contract will help the agency create more accurate and timely forecasts, particularly for severe weather and extreme events, while also creating a path for new weather-observation technologies.

KBR has supported the CDP NMP for more than 9 years. The program will be managed in Greenbelt, Maryland.

"We're driving expanded integration of commercial sensor and data sources into this platform and are honored to know our work helps forecasters give their communities earlier warnings and more time to prepare for dangerous weather,” May added in a release.

KBR’s Mission Technology Solutions business will be rebranded as Trinzic after its planned spin-off, the company announced last month. The spin-off is expected to close in January 2027.

Trinzic will work as an independent, publicly traded company focused on technology and engineering services for the space and national security sector. KBR will remain a separate publicly traded company that will focus on sustainable technology and services to support the energy transition.

This is the salary required to live comfortably in Texas in 2026

Money Matters

A new national report looking at the income it takes to live comfortably in each of the 50 states has revealed Texans need to earn slightly less now than a year ago.

SmartAsset analyzed what a single individual, as well as family of four, must earn to cover minimum basic needs adjusted using the 50/30/20 budgeting rule. The resulting estimate represents the annual, pre-tax income needed to live comfortably in every U.S. state.

A single, full-time worker needs to make $90,563 to live comfortably in the Lone Star State, the report found, which is down a meager 0.2 percent from last year ($90,771).

Under the 50/30/20 budgeting strategy, that means a single Texas earner would have $45,282 to spend on necessities like housing and utilities, $27,169 for discretionary spending, and $18,113 for emergencies or retirement savings.

Texas ranked 34th nationally in SmartAsset's list of states with the highest income needed for a single adult to live "in sustainable comfort" in 2026. Only five other states — Tennessee, Maryland, Louisiana, North Carolina, and Mississippi — saw a decline in the income needed to live comfortably this year.

For a family of four to live comfortably in Texas, income requirements change significantly, according to the findings. To support a two-child household, a family needs $203,424 in combined total household income to be considered financially stable. This is down slightly from 2025, when SmartAsset reported a family of four in needed $204,922 to live comfortably in Texas.

This is a comfortable lifestyle for a family of four in Texas, according to the report:

  • $101,712 dedicated to necessities and living expenses
  • $61,027 dedicated to discretionary spending
  • $40,685 dedicated to emergencies, savings, or debt repaymen

According to the report, a family of four now needs to make at least $200,000 to live comfortably in 40 U.S. states, a figure that is far out of reach for many American families.

"As housing, grocery, transportation and other essential costs pressure household budgets, earning a six-figure salary no longer guarantees financial comfort in much of the U.S.," the report said. "A single adult now needs at least $80,000 a year to live comfortably in every state, while the threshold exceeds $100,000 in nearly half of states. For a family of four, the income needed to live comfortably is as much as $329,000."

Still, earning the minimum income to live comfortably in Texas doesn't guarantee financial stability in the Lone Star State's major cities. Earlier this year, SmartAsset determined single residents in Houston need to make about $90,000 to qualify as financially stable, while families of four need around $205,000.

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This article originally appeared on CultureMap.com.

Texas is the 7th hardest working state in America for 2026, says report

Labor Day Report

Texans pride themselves on being industrious, and a new report has confirmed Texas as one of the 10 most hardworking states in America in 2026.

The Lone Star State claimed the No. 7 spot this year in a slight dip from its 2025 ranking, where it appeared in the top five. Texas last ranked 7th in 2024, but the state has consistently appeared among the top 10 for nearly a decade.

WalletHub determined the rankings after analyzing 10 "direct" and "indirect" work factors across all 50 states, and then graded each metric on a 100-point scale, where a score of 100 signified the "hardest working." Analysts then examined each state’s weighted average across all metrics to calculate its overall score and used the resulting scores to rank-order the states.

There was only a 10.32-point difference between Texas and South Dakota, who claimed the top spot as America's hardest working state in 2026 with a score of 64.59 out of a possible 100 points.

Texas ranked 6th nationally in the "direct" work factors category, which examined the following six metrics:

  • The state's 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 — those that are "involved in, enthusiastic about, and committed to their work and workplace," as defined by Gallup.
  • The rate of "idle youth" — individuals aged 18-24 who are not currently enrolled in school, not working, and have no degree beyond a high school diploma or GED.

Texas ties with Louisiana for the second highest average workweek hours nationwide, with Alaska topping the list with the No. 1 longest workweeks in America. Alaska is the only state where workers clock in more than 40 hours per week at their jobs, with WalletHub reporting Alaskans work 41.4 hours on average weekly.

In the "indirect" work factors category — which encompassed workers' average commute times, the share of workers with multiple jobs, annual volunteer hours per resident, and the average leisure time spent per day — Texas ranked 36th nationwide.

Here's how WalletHub ranked Texas in three individual metrics:

  • No. 10 – Average commute times
  • No. 20 – Average leisure time spent per day
  • No. 30 – Employment rates

According to the World Economic Forum, Americans clock in about 1,800 hours at work per year on average, which is 468 more hours per year than workers in Germany. And many are leaving vacation time on the table, WalletHub says.

"Even when given the chance to take time off, many Americans won’t, as nearly half of workers don't expect to use all of their allotted vacation days," the report said. "It is possible to work hard without overdoing it, though. Hard work is key to success, and the residents of some states understand that better than others."

Hardest-Working States in America


The top 10 hardest working states in America in 2026 are:

  • No. 1 – South Dakota
  • No. 2 – North Dakota
  • No. 3 – Alaska
  • No. 4 – Hawaii
  • No. 5 – Wyoming
  • No. 6 – Nebraska
  • No. 7 – Texas
  • No. 8 – New Hampshire
  • No. 9 – Tennessee
  • No. 10 – Georgia
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This article originally appeared on CultureMap.com.