Travis Parigi, CEO of LiquidFrameworks, is excited about the new doors that have been opened for his company. Courtesy of LiquidFrameworks

Travis Parigi has built his software within his own company for about 14 years. Now, he's in a position to further develop his product at a faster rate.

In January, LiquidFrameworks entered into a partnership with private equity firm, Luminate Capital. The new financial partner has opened doors for Parigi and LiquidFrameworks — including putting merger and acquisition activity on the table.

"I have historically written stuff from the ground up, and we're going to continue to do that, but we want to give our customers more than that," Parigi tells InnovationMap. "And I've never had the opportunity to go out and strategically target opportunities where it makes sense to compliment the product. And I think that's going to be a very exciting thing to do."

Parigi, founder and CEO, tells InnovationMap about how his company has transformed over the years — and especially over the past several months with its new financial backer.

InnovationMap: How did you get your start in software development?

Travis Parigi: I've been building software since I was a very young kid, actually. I started writing software for companies at a very early age and realized that I really, really enjoyed it. And so when I say young, I'm talking in grade school and high school. And I really found that it was rewarding and I enjoyed meeting the requirements that people gave me. From the very early days, I knew I wanted to start a software company, but I really wasn't sure exactly what it would do. I went to work in the consulting industry right after graduating from A&M University with a degree in computer science and engineering and was building software for variety of different companies that were their clients and started to get some exposure to the energy industry.

Then in the late 1990s, the company I was at was going through some financial struggles, and it became an opportune time for me to start my own consulting company building software for companies. One client I had was Schlumberger, and I really started seeing this similar business problem related to collecting data at the well site. The workers in the field were working with paper and Excel. I thought it was a great opportunity to move people out of manual and into the digital world.

IM: Now, over a decade later, what role do you feel LiquidFrameworks plays in the industry?

TP: We play a role of standardizing the datasets that our clients are working with as it relates to the quote to cash process. So, specifically around their pricing data and their catalog data. We're standardizing that data and we're getting it into form and a shape that allows them to easily keep it up to date and easily syndicated changes related to that data out to not only other offices and districts, but also field crew that may be occasionally connected to the network.

With that data, we can do all sorts of things that end up benefiting the customer — like using it to create field tickets, invoices, work orders, safety forms, quotes, and all sorts of transactions that really need to be based upon one homogenous set of data that standardize, that isn't floating around in various documents.

IM: Where does the artificial intelligence LiquidFrameworks has developed come into play?

TP: We're taking it one step further, and once they finished those transactions, they end up with not just the reference data as it relates to pricing, but also the transactional data, we can use that data to infer the best way to quote or price new services in the future that will position the company and the best possible place to win the deals that they're quoting and bidding against. We're using different types of artificial intelligence algorithms to do that.

Nowadays, companies like us have at our disposal tools in the AI world — specifically in the machine learning world — that we just didn't have when I started the company. Fourteen years ago when I started the business, cloud computing in 2005 was not nearly as ubiquitous as it is today. And it wasn't as widely accepted and it certainly wasn't as widely accepted as it is in the energy industry today.

IM: What kind of clients are you working with?

TP: We're targeting three different industries. The upstream oil and gas service provider market, the downstream service provider market, and the emergency response service provider market. On the upstream side, they are companies doing work at the well site, and in downstream, they are companies doing work at the refineries.

IM: As automation and cloud technology is being more adapted within oil and gas, what technologies are now on your radar?

TP: In the beginning, we spent a lot of time educating our potential customers about cloud computing and about technologies that we had available. And now that a lot of that is so well received, it just means that we don't necessarily have to focus on that anymore. We can focus really on what really brings ROI to the customers that implement our product.

I keep a keen watch on a lot of the different technologies that are emerging out there. Blockchain is certainly one of them that we're looking at. I think there's some interesting things that we might be able to do with that as it relates to price book management, which is complex and varied. It could be that blockchain could end up providing a nice mechanism for both parties to independently have pricing data verified.

We're always keeping an eye on and doing work in artificial intelligence, specifically around machine learning. I think there's always new interesting stuff taking place there outside. I would say those two technologies are something that we're pretty pretty keen on.

IM: How has the transition into private equity been with your new partner in Silicon Valley-based Luminate Capital?

TP: We had a financial partner prior to Luminate Capital called Houston Ventures. Our managing partner there was a guy named Chip Davis. He was fantastic, and he helped us grow the business for about seven years. Eventually, we got to a point where we had grown to a level where I felt like, in order to do some things we wanted to do, we needed to establish a new financial partner. Private equity made the most sense for us, and it's really allowing us to do some things that we couldn't do with venture.

Over the years, we built out a fairly extensive roadmap, and my development team has worked very hard and diligently to fulfill those items on the roadmap. But our customer base has really grown significantly, and we've moved up into enterprise customers who have asked for a lot of things that we want to put into our product. And so our long range roadmap has grown. For these new features, we either need to build that ourselves in house, but, in some cases, there are some things that are tangential and complimentary to our product that other companies have already. So, it could make sense for us to go out and acquire those kinds of companies. And with Luminate, they provided us not only capital for us to do that, but equally as important, they provided an engine that we can facilitate from an M&A perspective to help us go and source those deals, find them, help assess them, and ultimately help acquire them and then integrate them into the overall platform.

IM: How has the partnership benefitted your company from a networking and opportunities perspective?

TP: Their portfolio of companies are similar to us and that they're are all enterprise software companies. They're not necessarily in the energy space, but they're all enterprise software companies. Being able to network with those companies has really been helpful. We didn't have a CFO prior to Luminate coming in. Part of the deal was that they said, "hey, we really would encourage and recommend that you get a CFO at this stage because you're growing and you need it." They provided some relationships there to in the form of recruiters to help us source the CFO. And we ended up sourcing a local CFO — Paul Marvin — who's absolutely fantastic.

IM: How has Houston been as a home base for you?

TP: Houston has been fantastic for LiquidFrameworks. I started the business based here and see no reason to change that. It is a fantastic market for us, both from a customer perspective as well as an employee perspective. The employee talent base in Houston is rich and deep. There's a lot of technical people here, and obviously there's a ton of energy companies.

IM: With all your operations being in Houston, do you see opportunities for other offices in the future?

TP: We have customers all over the world — a lot in Canada, so I could see an office there for sales and implementation. I would say that as we grow, expanding sales to other geographies is certainly something that will ultimately end up doing. It's just not something we've had to do yet.

IM: Are you planning on growing operations here?

TP: We've added a couple dozen people to the team just over the past few months, and we plan on doubling the staff by the end of next year.

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Portions of this interview have been edited.

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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3 Houston incubators and accelerators fueling the growth of local startups

Meet the finalists

It takes a village to launch a business. That's where Houston's network of incubators and accelerators can step in, providing the resources, mentorship and community needed to push a fledgling company forward.

As part of our 2026 Houston Innovation Awards, the Incubator/Accelerator of the Year category honors a local organization that is championing and fueling the growth of Houston startups.

Three incubators and accelerators have been named finalists for the 2026 award. They support startups ranging from hard-tech companies to food and youth concepts.

Read more about these organizations below. The 2026 winners will be announced on InnovationMap.com in mid-November.

Activate

Hard tech incubator Activate supports scientists in "the outset of their entrepreneurial journey." The Houston hub was introduced in 2024, and joins others in Boston, New York, and Berkley, California—where Activate is headquartered. It named its third Houston cohort this summer.

The two-year program graduated its first class of Houston fellows in 2026 and saw its first alumni IPO from Houston-based Fervo Energy, which previously participated in a Berkley cohort. Nationally, it has supported 346 fellows and 276 companies since 2015. Those companies have raised more than $6 billion in follow-on funding, according to Activate. In Houston, it has supported Houston startups like Solidec, FlowCellutions and Orbital Arc. Activate Houston is led by managing director Jeremy Pitts, who co-founded Greentown Labs in Boston. It is based out of the Ion.

Impact Hub Houston

Impact Hub Houston supports early-stage ventures at various stages of development through innovative programs that address pressing societal issues. The nonprofit organization supports social impact startups through mentorship, connections and training opportunities.

There are more than 110 Impact Hubs globally with members spanning 72 countries. Launched in 2018, Impact Hub Houston says its membership tripled by the beginning of 2026. This year brought major milestones for the community, including the launch of its Ideas to Impact Accelerator, which supported 11 founders across the health, education, food systems, civic technology and workforce development sectors. It also received funding from more than 20 international Impact Hubs to develop SYNC, a collaboration platform that 25 Impact Hubs across five continents have committed to pilot. The organization has worked with local startups including Myoviva Health, The Change Lab and INNERVERSE Inc.

MarMo Innovation

Galveston-based business incubator MarMo Innovation is focused on removing barriers to entrepreneurship. It aims to provide affordable space, education, mentorship, market access, connections and real-world opportunities that help entrepreneurs move from idea to launch to sustainable growth. The "industry-agnostic" incubator was founded in 2022 and is led by Executive Director Erica Delgadillo.

This year, the organization moved from primarily serving as a coworking and community space into a more comprehensive entrepreneurial incubator by expanding its MarMo Market, MarMo Market Jr. and Lunch LineUp programs. A major focus for MarMo is food entrepreneurship. It is developing an Incubator Kitchen, which MarMo says will support programs like its Cottage to Commercial Bootcamp and Food Biz 101. The organization also expanded its board this year and says it is diversifying its revenue through memberships, events, markets, equipment and space rentals, sponsorships, grants and new entrepreneurial programming.

Baylor College of Medicine launches VC fund to invest in biotech startups

fresh funding

Houston’s Baylor College of Medicine just unveiled a new venture capital fund that backs early-stage biotech startups—and it’s already made its first investment.

BCM Legacy Fund I, funded by philanthropies, invested an undisclosed amount in Houston biotech startup Nemea Therapeutics. Nemea, a spinout of the Baylor College of Medicine and Germany’s Lead Discovery Center, is developing an oral drug to treat metastatic triple-negative breast cancer that no longer responds to currently available therapies.

This type of aggressive cancer spreads from the breast to other areas of the body, such as the bones, liver, lungs or brain. Roughly 38,000 to 57,000 Americans are diagnosed each year with metastatic triple-negative breast cancer. One study showed about half of patients survive past the one-year mark following diagnosis and about one-third survive two years.

“Baylor College of Medicine’s laboratories produce discoveries with the potential to change patients’ lives, and too many of them stall where academic funding ends and private investment has not yet begun,” Dr. Jakub Tolar, president, CEO and executive dean of the Baylor College of Medicine, said in a press release. “The BCM Legacy Fund fills that gap, giving our scientists a path to advance their discoveries to patients.”

The National Institutes of Health awards more than $36 billion per year for biomedical research in the U.S., Baylor said. But some biomedical discoveries “never leave the starting line because they don’t yet fit the economics of venture capital,” the college said.

“The forefront of a new model”

The BCM Legacy Fund aggregates philanthropic capital from private foundations and donor-advised funds. It then invests in startups so they can move beyond that starting line and into later-stage investment rounds. The Greater Houston Community Foundation is the fund’s philanthropic partner.

“It’s exciting to be on the forefront of a new model for philanthropic capital,” said Houston entrepreneur and investor Burton Hanson, managing partner of the fund.

“Not only do we hope to solve a real problem by advancing these therapies to the patients who need them most, but we also hope this model will inspire others in the city and beyond toward philanthropic creativity and a posture of ‘I sacrifice; we win.’”

The fund expects to invest in about 15 early-stage startups over a five-year span. Baylor declined to divulge the amount of money in the fund and the size of the investment in Nemea.

Nemea’s “world-class chemistry”

Hanson oversees the Baylor fund alongside Chicago investor Steve Lehmann, who led the University of Chicago’s Innovation Fund.

Lehmann said Nemea, the fund’s first portfolio company, “has world-class chemistry, Baylor biology, and patients with no good options. Our job is to fund the experiments that carry it to the next handoff, so that industry and later-stage investors can take it from there.”

Based at Houston’s massive Texas Medical Center, Nemea plans to start clinical trials next year in collaboration with Baylor’s Lester and Sue Smith Breast Center.

Nemea previously received $9 million from the Lead Discovery Center and a $1.6 million grant from Baylor. Last year, the startup said it was seeking $25 million to $30 million in seed and Series A funding.

Debra McCoy of Houston, a former managing director at BlackRock and former partner at Bain & Co., and Paul Thomas, co-founder and CEO of Spring-based benefits manager Luscinia Health, sit on the Baylor fund’s governing board. Dr. Paul Klotman, former president, CEO and executive dean of Baylor, is a senior strategic adviser.

How does the fund find investment targets?

The Baylor Legacy Fund relies on two tools to help unearth early-stage biotech startups:

  • High-resolution “innovation maps” of research institutions. These maps surface hidden clusters of innovation, identify rising-star researchers and tie pockets of “innovation supply” at Baylor to areas of “innovation demand” in biotech.
  • AI-enhanced due diligence. AI agents assist with due diligence of early-stage biotech startups. The fund says the platform “distills the frameworks we’ve developed over a decade of teaching and investing into a flexible … diligence environment.”

MD Anderson unveils $3.4B expansion with two new Houston cancer care facilities

major expansion

The cutting edge of cancer-fighting technology and science is getting even sharper after MD Anderson announced last week that it will open two new facilities in the Texas Medical Center within the next five years. Inspiration Tower and Prism will expand MD Anderson’s annual patient load in the TMC to 250,000 annually and will incorporate a variety of new techniques.

The $3.4 billion project will add 2 million square feet to MD Anderson's TMC footprint, bringing its total campus size to 22 million square feet by 2032. Located at the corner of Fannin Street and Holcombe Boulevard, the cancer center says the two new facilities will serve as its new "front door" to the TMC.

“Every detail of these buildings, from the technology to the treatment rooms, was designed around our patients who will receive their care in them and our employees who will work in them. The facilities will serve as a physical representation of hope for the patients and their families who will walk through the doors,” Dr. Jeffrey E. Lee, president ad interim of UT MD Anderson, said in a news release. “Inspiration Tower and Prism are the future of cancer care, and we are grateful for the longstanding support and guidance we’ve received from the UT System Board of Regents to bring these projects to life. These facilities are part of the most impactful capital expansion in UT MD Anderson’s history.”

Prism is especially exciting as it will represent fully half of the linear accelerator treatment in the TMC. Linear accelerator is a radiation treatment that uses magnetically charged fields to deliver targeted external radiation therapy, like shooting cancer with a rail gun. The treatment is safer and has fewer side effects than older radiation treatments.

In addition, Prism will contain 12 MRI machines, four CT scanners, two PET-CT units, 18 radiation vaults and seven radiation simulators. Patient comfort has also been put at a premium with multiple gardens and roof overlooks.

“Every patient we treat deserves an environment that reflects the excellence of the care they receive at UT MD Anderson,” Chris McKee, executive vice president and chief strategy officer at UT MD Anderson, added in the release. “Our new facilities will be innovative, agile, adaptable and beautiful, and they will allow us to care for more patients, more effectively – in an environment that enhances healing and well-being. We are building for our future and for every patient who will be counting on us.”

Prism is slated to open in 2030.

Inspiration Tower will have 25 floors of surgical, diagnostic, and treatment services. At 1.4 million square feet, it’s currently expected to be the largest cancer-specific treatment facility in the United States. The tower will be divided into units for specific types of cancer, making it easy to integrate the advancing research being done all over Houston.

Like Prism, Inspiration Tower is specifically designed to offer comfort and reassurance, with more garden space, terraces, and beautiful scenery to ease patient distress. It is expected to open in 2032.