Houston-based Tachyus closed a $15 million Series B round. Photo courtesy of Thomas Miller/Breitling Energy

It's pay day for Houston-based Tachyus. the data-driven software company has closed its Series B fundraising round at $15 million. The round was led by Houston-based Cottonwood Venture Partners, a private equity firm that funds companies using technology to solve problems within the energy industry.

Tachyus was founded in 2013 in Silicon Valley and recently relocated to Houston. The fresh funds will go into growing its cloud-based, artificial intelligence-enabled platform.

"In this economic environment, oil and gas operators need disruptive tools to optimize their fields," Tachyus CEO and co-founder, Paul Orland, says in a release. "This investment allows us to reach more customers and accelerate the delivery of new technology that improves our clients' business performance."

The company has already grown its client base and has customers in Argentina, Europe, and Asia. Tachyus joins several other tech-focused energy startups in CVP's portfolio, including Ambyint, Novi Labs, and SitePro. Houston-based Tudor, Pickering, Holt & Co. served Tachyus as its financial adviser.

"As the oil and gas industry evolves in the face of new commercial challenges, operators need to focus on getting the best performance from their assets, and Tachyus' technology has a track record of doing just that," says Jeremy Arendt, managing partner of CVP, in the release. "We are excited to partner with the Tachyus team to expand their reach and empower customers to optimize production across their fields."

Tachyus closed its last round in 2016 with a $4 million investment from Primwest, according to CrunchBase. Before that, the company had raised several million.

Last year, the startup restructured its C-suite. Tachyus co-founder Dakin Sloss transitioned from CEO to chairman, and Orland, who was previously CTO, took the reins, according to a release.

Paul Orland is CEO of Tachyus. Photo via tachyus.com

The Agora track of CERAWeek focuses on all things innovation in energy, from panels to pods and even "houses" like the one pictured. CERAWeek/Facebook

5 can't-miss innovation events at CERAWeek featuring Houston speakers

Agora track

Hundreds of energy experts, C-level executives, diplomats, members of royal families, and more are descending upon Houston for the 2019 CERAWeek by IHS Markit. For the second year, the conference will have its Agora track, focused on innovation within the energy sector. The Agora track's events — thought-provoking panels, intimate pods, and corporate-hosted "houses" — will take place in various locations in the George R. Brown Convention Center.

Undoubtedly, many of the panels will have Houston representatives considering Houston's dominance in the industry, but here are five innovation-focused events you can't miss during CERAWeek that feature Houstonians.

March 11: Oil & Gas: Realizing value from digital transformation

In oil and gas, money talks, but justifying the value of integrating new technology or devices can be tricky and hard to navigate. Houston-based Justin Rounce of TechnipFMC and Michelle Pfluger of Chevron Corp. are among the panelists who will attempt to shed light on best practices and new ways of thinking.

Catch the panel at 4:30 pm on Monday, March 11. Learn more.

March 12: Sea Change: Autonomy, automation, offshore & the ocean

Offshore oil and gas rigs are a hotbed for new innovations and technologies — especially when it comes to automation. Two Houstonians join the panel that will discuss emerging tech in offshore E&P — Diana Grauer, TechnipFMC director, External Technology Engagement – North America, and Nicolaus Radford, Houston Mechatronics chief technology officer.

The event takes place at 9:15 am on Tuesday, March 12. Learn more.

March 12: Digital Ledgers: Oil & gas supply chain

Let's talk blockchain integration in oil and gas. The technology has a lot of potential in several aspects of the supply chain, but this panel — which features Andrew Bruce of Houston-based Data Gumbo — will weigh the pros and cons of the technology as well as go over the initial results of early adaptors.

The discussion begins on Tuesday, March 12, at 2.45 pm. Learn more.

March 12: Models of Innovation: Today & tomorrow

Inarguably, the energy's innovation ecosystem differs from that of other industries, but to what end? A panel of professionals — including Houston-based Chevron Technology Ventures President Barbara Burger — will debate the challenges within innovation in energy, innovative corporations, and the best strategies moving forward.

The panel is on Tuesday, March 12, at 2.45 pm. Learn more.

March 14: Urban Resilience in a Changing Climate

You can't have an energy-focused conference without addressing the elephant in the room that is climate change, and Houston-based Sunova CEO John Berger and City of Houston Chief Sustainability Officer Lara Cottingham are the right people to do it.

The panel will take place on Thursday, March 14, at 10:30 am. Learn more.

Can't-miss pods

While panels focus on a challenging topic of discussion, the Agora Pods are platforms for companies to showcase new tech or developments or present their successes. Here are some pods hosted by Houston companies you shouldn't miss.

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."

From a new energy tech accelerator to an oil and gas podcasts, these three entrepreneurs have some names to remember. Courtesy photos

3 Houston energy tech innovators to know this week

Who's who

While Houston has historically been known as an oil and gas town, it's been slow on the uptake for being known for its energy tech — something these three entrepreneurs are looking to change. From a new energy startup accelerator to an oil and gas podcast, these three energy tech innovators are ones to know this week.

Jacob Corley and Collin McClelland, co-hosts of the Oil and Gas Startups Podcast

Courtesy of Oil and Gas Startups Podcast

Despite having experience in the oil and gas field and in entrepreneurship, Jacob Corley and Collin McClelland learn something new each episode of the Oil and Gas Startups Podcast. The show has seen surprising success to the duo and has been attracting around a thousand new listeners each week.

"You think thing not many people would listen to a podcast that's so focused on something they do for their job, but that's completely wrong," Corley says.

The primary goal for the pair is to share the stories of entrepreneurs who are revolutionizing an industry that tends to be known as a slow adaptor or conservative. Great startups exist here in Houston, and McClelland and Corley want to tell you about them.

"We kind of wanted to bridge the gap between Silicon Valley and oil and gas and show the world what was going on in the industry — and specifically in Houston," McLelland says. Click here to read more.

Patrick Lewis, managing partner of BBL Ventures

Patrick Lewis has worked for years trying to rethink how energy companies and private equity interact with startups. Startups have trouble proving themselves to big oil and gas companies and private equity things energy tech is more trouble than its worth.

"Energy tech is a grossly underfunded industry. Venture capitalists hate it — the hyper cyclical industry, extremely long sales cycles, slow adopters — but that creates opportunities," Lewis says.

But Lewis, managing partner of BBL Ventures, has created a software that tracks oil companies' pain points and then allows him to tap startups that are solving those issues. Now, with BBL Labs, Lewis and his team will help to accelerate these energy tech startups into the market. Click here to read more.

The Oil and Gas Startups Podcast talks to local entrepreneurs who are shaking up the industry. Pexels

Growing Houston podcast is bridging the gap between energy and tech

On air

Collin McLelland and Jacob Corley want you to know that Houston has a whole lot of innovation in the oil and gas industry, and they want to tell you about it.

The two energy professionals launched the Oil and Gas Startups Podcast a few months ago to talk to energy entrepreneurs about oil and gas technology, leadership, and innovation.

"Jake and I really had a mission to shine a light on the oil and gas industry and what was happening in the technology and startup space," McLelland says. "There's a lot of exciting things going on, but not really a medium of content to see it."

The duo interviews a leader or founder of an energy startup — notable ones include Data Gumbo, Blue Bear Capital, and OAG Analytics — on an almost-weekly basis. Corley says he can tell the podcasts are helpful to listeners, because he and McLelland are learning a lot themselves.

"The conversations we have are genuine and authentic. The questions we ask are real," Corley says. "When we schedule something with someone, we purposely try to find out just enough about them to find out if we'll have a good episode with them."

Along with their sincere questioning, the hosts also bring a diversity in industry to the table.

"Collin is the guy who grew up in the field, and I have more of the tech background," Corley says. "From that standpoint, we really compliment each other."

While still new, the podcast has seen a lot of growth — about 1,000 new listeners each week over the past couple weeks — which is surprising to the two hosts since the topic is niche and professional.

"You think thing not many people would listen to a podcast that's so focused on something they do for their job, but that's completely wrong," Corley says.

McLelland says they've seen a shift in the industry. What's been known as a siloed, traditional field is being upended by new technology being introduced into oil and gas companies. A downturn resulted in a need for efficiency and a younger senior-level leadership — that's what's changed in the business, McLelland says, and that's why the podcast is here to document.

"To see the amount of traction the podcast has gotten within oil and gas really validates where the industry is going," McLelland says.

The two want to keep doing what they're doing when it comes to the podcast, while expanding into other media. They've launched a YouTube channel, and are working on regular content for a blog.

"We kind of wanted to bridge the gap between Silicon Valley and oil and gas and show the world what was going on in the industry — and specifically in Houston," McLelland says.


Collin McLelland (right) and Jacob Corley are the hosts of Oil and Gas Startups Podcast.

Houston-based LiquidFrameworks has been acquired by San Francisco-based Luminate Capital. Pexels

Houston startup exits to Bay Area private equity firm

Grand exit

A Houston startup has entered a deal with a San Francisco-based private equity firm, the companies announced on January 10. LiquidFrameworks, which provides cloud-based, mobile field operations management solutions to oil and gas, environmental, and industrial service companies, is now operating under Luminate Capital following the acquisition.

While not all the terms of the deal have been disclosed, Chip Davis, managing partner at Houston Ventures, says the transaction exceeded $50 million of PE investment from Luminate Capital. HV has been involved with LiquidFrameworks since 2012 and has invested a cumulative $6 million, Davis says, and brought in the company's current CEO and head of sales — both of who are still a part of the company's team.

"When we got involved, it was a very small company," says Davis. "As of today, it has enterprise customers of some of the largest oilfield services companies in the world."

According to the release, Hollie Haynes, Mark Pierce, and Sanjay Palakshappa from Luminate have joined the LiquidFrameworks board of directors. The PE fund's investment is a part of the recently closed $425 million Fund II.

"For over a decade, we have served field services companies by reducing revenue leakage, shortening cash collection cycles, and increasing overall operational efficiencies. We have streamlined the day-to-day operations for field services professionals and increased transparency across organizations by transforming previously paper- or excel-based workflows," says Travis Parigi, founder and COO of LiquidFrameworks, in the release.

"With a partner like Luminate Capital, we will continue to invest and develop product capabilities to better serve field services industries that have previously been overlooked by software innovation."

One of LiquidFrameworks' tools is FieldFX, which enhances companies' data accuracy and accelerates revenue capture and cash flow.

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Houston college joins inaugural workforce accelerator supported by Google

hands-on training

Houston City College (HCC) is one of 15 community colleges from around the country to be selected for the first-ever Workforce Futures Accelerator.

The three-year effort is supported by Google.org, the tech company’s philanthropic arm, and led by the Association of Community College Trustees (ACCT), a non-profit educational organization that represents over 500 community, junior, and technical colleges. The accelerator focuses on helping colleges embed virtual, employer-sponsored training opportunities into short-term workforce training programs, giving participants access to opportunities that they might otherwise receive through internships or other "work-based learning" stints.

"The Workforce Futures Accelerator reflects the Houston City College mission of offering a high-quality, affordable education for workforce training and career development," Pretta VanDible Stallworth, HCC trustee and chair-elect of the ACCT board of directors, said in a news release. "Advancing student success and creating pathways to opportunities ensures that our students are well equipped to succeed and build a secure future in today's economy.”

Through the accelerator, HCC is tasked with fusing online project-based learning opportunities with its workforce education programs. The idea is to give students hands-on experiences working on projects sponsored by employers, allowing them to gain real-world knowledge in the process.

HCC will select two workforce programs that meet the accelerator’s criteria and insert into them into coursework. In the second and third year of the accelerator, the selected colleges are expected to scale the programs by adding instructors and programs to develop a network of to support their continued implementation.

“Participation by HCC will strengthen how we provide students with career-connected learning experiences that complement their classroom education and align with the needs of employers,” HCC Chancellor Margaret Ford Fisher added in the news release. “We are focused on ‘future forward’ strategies to meet the present and future needs of our region’s businesses.”

Two other Texas colleges were chosen to participate in the accelerator: Lamar Institute of Technology in Beaumont and Grayson College in Denison.

The remaining cohort includes:

  • Bergen Community College in Paramus, New Jersey
  • Central Louisiana Community College in Alexandria, Louisiana
  • Clark State College in Springfield, Ohio
  • Great Basin College in Elko, Nevada
  • Heartland Community College in Normal, Illinois
  • Hudson County Community College in Jersey City, New Jersey
  • Manchester Community College in Manchester, New Hampshire
  • Mesa Community College in Mesa, Arizona
  • Mohave College in Kingman, Arizona
  • San Joaquin Delta Community College in Stockton, California
  • San Juan College in Farmington, New Mexico
  • West Virginia University Parkersburg in Parkersburg, West Virginia

New report ranks Texas among top 10 states where AI could disrupt jobs

AI Workforce

A new nationwide report examining where AI could "reshape" the most jobs has ranked Texas No. 9 among the most at-risk states for AI job disruption.

The new SmartAsset report compared all 50 states and the District of Columbia to calculate the estimated percent of the workforce employed in the 26 occupations with the highest AI exposure, as determined by June 2026 research by the Virginia Economic Information and Analytics Division.

The findings revealed that 500,000 Texas workers, or 3.55 percent of the total workforce, are employed in occupations with "high exposure to potential AI disruption."

This also places the Lone Star State as the 9th most at-risk state in the U.S. where AI exposure can lead to "declining hiring demand, wage pressure, task automation, and other forms of disruption."

"States with larger concentrations of highly exposed occupations could experience more pronounced labor-market changes, particularly in roles where core tasks are more vulnerable to AI-driven restructuring," the report's author wrote.

Texas' biggest cities, like Houston and Austin, are known for their thriving tech and business industries, and the study noted that many of the occupations within those sectors are the most at risk. The Virginia Economic Information and Analytics Division said the top five most AI-exposed occupations in the U.S. are: mathematicians, proofreaders, correspondence clerks, court reporters, and media and communication workers. Additionally, computer programmers, database administrators, web developers, telephone operators, and communications equipment operators round out the top 10 most at-risk positions.

These are the 16 remaining occupations most exposed to AI disruption, in order:

  • Data Entry Keyers
  • Statistical Assistants
  • Office Support Workers
  • Interpreters and Translators
  • Database Architects
  • Software Quality Assurance Analysts
  • Medical Transcriptionists
  • Software Developers
  • Writers and Authors
  • Payroll Clerks
  • Web Designers
  • Miscellaneous Computer Occupations
  • Insurance Claims Processors
  • Telemarketers
  • Computer Numerically Controlled Tool Programmers
  • Bookkeeping and Accounting Clerks

A separate SmartAsset report from April 2026 found about 20.5 percent of Texas workers use AI to do their jobs in some capacity. That trend will continue to shift further as employers and employees choose to adopt — or reject — AI implementation.

Across the U.S., Washington topped the list as the state with the highest concentration of AI-exposed jobs, with nearly 5.7 percent of the state's workforce employed in the 26 most at-risk positions. SmartAsset said Washington's high prevalence of technology companies is a significant factor that skyrocketed the state to the top of the list.

"Home to major technology companies including Microsoft, Amazon, T-Mobile and Expedia, the state has large numbers of computer programmers and software developers, two occupations with high exposure," the report said.

Meanwhile, Mississippi ranked No. 51 with the lowest concentration of AI-exposed jobs in the nation. About 22,500 workers in Mississippi, or 1.93 percent of its workforce, are at risk for AI disruption.

The top 10 states where AI could reshape the most jobs are:

  • No. 1 – Washington
  • No. 2 – Virginia
  • No. 3 – District of Columbia
  • No. 4 – California
  • No. 5 – Utah
  • No. 6 – Maryland
  • No. 7 – Colorado
  • No. 8 – New Hampshire
  • No. 9 – Texas
  • No. 10 – North Carolina
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This article originally appeared on CultureMap.com.

UH lands $1.2M NIH grant to fight superbugs using AI, quantum sensing

drug defense

The fight against antibiotic-resistant bacteria like MRSA is getting science fiction-like upgrades at the University of Houston thanks to a new four-year, $1.26 million grant from the National Institutes of Health.

The university says the recent funding brings total federal support up to $3.5 million for 11 years for the project, which uses AI and quantum-sensing technology to better understand how bacterial proteins develop resistance to drugs.

Any medical professional will tell you that one of the worst things that can happen is almost killing an infection. Bacteria that survive attacks from conventional antibiotic treatments emerge tougher, more resistant and more aggressive than before–making them much harder to treat. A good example is the superbug methicillin-resistant Staphylococcus aureus (MRSA).

UH chemistry professors Yuhong Wang and Shoujun Xu are working on this issue. They know full well that fighting superbugs requires new technology and new approaches, which is what they aim to pioneer with their new grant.

“Drug-resistant bacterial infections such as MRSA are becoming harder to treat, creating an urgent need for faster ways to understand how antibiotics and other small molecules interact with bacterial proteins,” Wang said in a news release.

Wang and Xu’s work centers around GTP, a cellular fuel that can cause tiny changes to a cell's structure when it mutates. Sometimes, those shape changes make it easier for drugs to breach the wall and attack the cells.

The UH scientists are employing AlphaFold, an AI-powered tool that can scan large molecular libraries in seconds. From these models, they can see promising drug combinations for future testing.

Once identified, the team uses their invention, super-resolution force spectroscopy, to monitor the cells. Tiny magnetic beads are attached to genetic material, then magnified to see how strong that material is when pulled. They can measure this incredible microscopic process through an atomic magnetometer, typically used in quantum physics. Combined, all these tools allow a high-definition look at how each molecule might respond to new chemical approaches.

“We're the only chemists in the world that use an atomic magnetometer for biological research,” Xu said. “It's a technique developed by physicists, and there is usually a gap between techniques developed by physicists and biological applications. Yuhong and I have been bridging that gap together for the past 10 years.”

Eventually, Wang and Xu hope to develop powerful software that can be used by drug manufacturers to model cellular responses. With enough predictive data, the software could even get ahead of superbugs’ own mutation, allowing drugs to be developed before new strains arrive.

"We want an algorithm where you input a protein sequence, score the mutation hotspots, and develop new inhibitors before a drug-resistant species even emerges," Wang added.