UH — along with some industry partners — has announced plans to work on applications for the industrial metaverse. Image via Getty Images

The University of Houston is helping advance the industrial metaverse.

UH has teamed up with the AI Innovation Consortium, software company Nvidia, and oil and gas engineering and services company TechnipFMC to create applications for the industrial metaverse. The project is affiliated with the Artificial Intelligence Industry Incubator and Digital Oilfield Lab at UH’s campus in Sugar Land. The incubator and lab opened in 2020.

As VentureBeat defines it, the industrial metaverse can transform the way every physical asset — such as a building, plane, robot, or car — is created, assembled, and operated. The industrial metaverse marries the “real world” with technology such as artificial intelligence (AI), machine learning, cloud computing, edge computing, the internet of things (IoT), 5G, and extended reality (virtual, augmented, and mixed reality).

Global revenue for the industrial metaverse is projected to reach $540 billion by 2025. A key fixture of the industrial metaverse are “digital twins,” which are virtual replicas of physical entities or systems (such as factories).

Adam Berg, manager of learning solutions at TechnipFMC, has been working with the UH College of Technology and the AI Innovation Consortium to test an augmented reality program for management of upstream resources. TechnipFMC is a pioneer in extended reality.

One of the UH professors participating in this effort is David Crawley, professor of practice at the university’s College of Technology and a trustee of the AI Innovation Consortium. Last year, the consortium hosted an AI conference at the UH campus in Sugar Land. The consortium is a think tank whose members include UH, Pennsylvania State University, Louisiana State University, and the University of Louisville (Kentucky).

Crawley says the consortium’s “academic ecosystem” is critical to developing the workforce of the future.

Konrad Konarski, chairman of the consortium, says the group is building the world’s largest portfolio of industrial metaverse apps for the oilfield services industry and various manufacturing sectors.

“This means a maintenance manager, an operations technology expert, or whoever is responsible for a metaverse technology project will be able to pick up an augmented reality platform or a wearable computer, or simply a smartphone, and seamlessly interconnect their real-world operating environment to and from the metaverse,” Konarski, an AI and IoT expert, says in a news release.

At the recent Global Corporate Venture conference, two corporate venture execs peeled back the curtain on what they look for from startups. Getty Images

Here's what corporate venture programs are looking for from startups within the energy industry

money moves

One of the challenges for Houston energy startups is not knowing what potential big corporate partners want from them. At the recent Global Corporate Venture, two corporate venture execs shared what all they're looking for and the challenges they are facing.

Diana Grauer, director of external technology engagement and venture capital at Technip FMC, and Bradley Andrews, president of digital at Worley joined a panel with moderator Wade Bitaraf, founder of Plug and Play Energy & Sustainability. The panel, entitled "How globalization and diversification can boost a local innovation ecosystem," explored what each exec looks for in potential partnerships with startups.

At TechnipFMC, which has a newer corporate investment group, Grauer says her team looks for startup technologies within four key categories, industry 4.0, digitization, materials and processes, and energy transition. Within those categories, she says they aren't looking for startups that will provide a big return on investment, rather technologies that will advance the company's capabilities.

"We're focused on strategic returns, not necessarily your conventional financial returns," she says.

Andrews echoed this point, admitting that while a big exit for a portfolio company is never bad, but Worley would rather have technologies that benefit their business platform.

"As long as [a technology is] under core strategy and driving internal strategy, we're kind of in," he says. "Anything around data science, automation, new energy, sustainability, those are all kind of sweet spots for us."

A big challenge, Andrews says, is communicating companywide the importance of looking outward for innovative opportunities, rather than relying on the company's staff.

"The idea of corporate tech startups coming to fruition within our industry is kind of new. We used to build from within," Andrews says. "We're still as an industry trying to figure out how to do this."

Grauer says that, similarily, her biggest challenge is getting pushback from within TechnipFMC of people who just think their company should fund its current workforce to find solutions. But Grauer responds to them explaining that the company needs to move faster than that and the way to do that is through working with startups. That's why the company has created an Open Innovation Program. According to Grauer, the organization expects to make its first investment by the end of the year.

For Andrews, the state of Houston's innovation ecosystem is exciting, and he notes that he looks at emerging technologies across industries. A technical solution in medicine might have an application in energy, for example. And, considering the state of the energy industry, now is the time to be more collaborative within Houston as more and more global challenges emerge.

"I think Houston has everything it needs to make a stake in this," Andrews says. "We're not competing with each other in this industry. We're competing against what the world is going to demand from us. It's time for us in corporate land and set our egos aside."

Grauer says she's seen the city's innovation resources grow over the years, noting the emergence of The Cannon, Rice Alliance, and Plug and Play.

"I really think that the energy industry in Houston is really starting to catch up and blossom," she says.

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5 must-know fall application deadlines for Houston innovators

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Editor's note: As fall reaches full swing, Houston's innovation scene is calling on the latest batch of founders and startups looking to make a difference. A number of accelerators have opened applications. Read below to see which might be a good fit for you or your venture. And take careful note of the deadlines. Please note: this article may be updated to include additional information and programs.

Did we miss an accelerator or competition accepting applications? Email innoeditor@innovationmap.com for editorial consideration.

Texas Life Science Forum

Deadline: Oct. 2

Details: Ventures can apply to present at the 15th annual Texas Life Science Forum, hosted by BioHouston and Rice Alliance. Participants will meet during office hours with venture capitalists, tech scouts, corporate venture groups and angel investors, and present their pitches in a public forum. Pitches take place on Nov. 10 and office hours are held Nov. 11. Find more information here.

Greentown Lab's Go Make 2027: Advanced Carbon Materials with ExxonMobil

Deadline: Oct. 9

Details: Greentown Labs is seeking applications from startups developing novel carbon-based technologies for its latest Go Make cohort in conjunction with ExxonMobil. The structured accelerator is designed to facilitate validation activities and explore potential long-term collaborations with Exxon, according to Greentown. Founders will have the opportunity to engage directly with industry leaders to test, validate and scale their carbon technologies in real commercial contexts. The program tentatively starts on Jan. 20, 2027 and concludes June 16, 2027. Find more information here.

Activate's U.S. Fellowship Cohort 2027

Deadline: Oct. 30

Details: Activate supports scientists at "the outset of their entrepreneurial journey." It partners with U.S.-based funders and research institutions to support its fellows in developing high-impact technology. Its fellows receive a living stipend, research and development funding, connections from Activate's robust network of mentors and access to a curriculum specific to the program for two years. Applicants must have a bachelor’s degree and 4-plus years of post-baccalaureate scientific research, engineering or technology development experience. Their work must be based in the physical or biological sciences or related engineering disciplines. Find more information here.

Rice Innovation Fellows

Deadline: Oct. 30

Details: The Liu Idea Lab for Innovation and Entrepreneurship (Lilie)'s Rice Innovation Fellows program supports Rice Ph.D. students and postdocs in turning their research into real-world ventures. Participants receive $10,000 in translational research funding, co-working space and personalized mentorship. Candidates from all Rice engineering and science-related disciplines are encouraged to apply. Find more information here.

The TMC's Accelerator for Cancer Therapeutics

Deadline: Oct. 30

Details: Texas-based ventures and researchers developing a cancer therapeutics project can apply to this accelerator funded by the Cancer Prevention and Research Institute of Texas. The nine-month program runs February-September 2027 and focuses on market research, FDA regulations, intellectual property, licensing, finance, fundraising, legal and other critical areas for cancer-related ventures. Participants will complete the program with at least one grant submission and have the option to pitch to investors, corporate partners, media and other influential guests. Find more information here.

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.