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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Rice student startup lands $1.85M to launch medical drone network

critical cargo

Students at Rice University have developed a medical cargo drone transport system to help deliver sensitive medical supplies and improve mobile healthcare efforts.

Haast Autonomous is the brainchild of graduating seniors Ege Halac, Jason Chen and Santiago Brent, who got their venture idea off the ground with help from the Liu Idea Lab for Innovation and Entrepreneurship (Lilie) Summer Venture Studio. The founders have developed the prototype at Rice’s Oshman Engineering Design Kitchen (OEDK) with fellow Rice researchers Felix Hasson, Ethan Javedan, Kenna Sanders and Caden Schmidt.

The startup has raised $1.85 million in pre-seed funding, according to Rice. The founders plan to focus on Haast full-time following graduation. They said they aim to launch pilot trials in 2027 and head to market later that year.

“We need better alternatives for a fast, safe and on-demand system of transport for life-critical cargo,” Halac said in a news release from Rice.

The Haast team has developed a custom aircraft with software that manages dispatch, routes, and chain of custody to assist in how materials move between sites in centralized medical systems. Generally, the transportation of medical supplies and materials between facilities and points of care relies on ground shipping or expensive air transport.

Haast Autonomous’ aircraft can take off and land vertically, and is designed around a mission profile of 50 to 62 miles. It can carry a payload of at least 5 pounds, with future versions intended to scale up in size. It also includes a built-in payload bay that regulates temperature, pressure, vibration and tilt to protect sensitive contents such as patient samples, antivenom or poisoning kits and radioligands or other therapies, according to Rice.

At first, the company envisioned the mission to be centered around transplants, but saw the product being best suited for a variety of operations.

“What we realized is that the platform we are building is suited for medicine, but it really underlies a much larger problem of mission-critical transport across industries,” Brent added in the news release. “We are building the fastest, most secure logistics chain for the world’s most sensitive cargo.”

Haast Autonomous was recognized at the 2026 Oshman Engineering Design Showcase and Competition, where it won Best Aerospace or Transportation Technology. It also performed well in the 2026 Napier Rice Launch Challenge.

In the future, Haast Autonomous plans to deploy a fleet of aircraft. The software will be designed to assist hospitals in requesting flights and tracking deliveries in real time.

“The drone is only part of the solution,” Chen also added in the release. “What matters is moving something from point A to point B in a way that fits into how hospitals already operate.”

Houston scientist wins prestigious Pew Scholar award for brain cancer research

standout scholar

Christina Tringides, an assistant professor of materials science and nanoengineering at Rice University, is one of 21 scientists to win a prestigious Pew Biomedical Scholar award.

She is the first faculty member from Rice to win the distinction, which provides $300,000 over four years for advances in biomedicine, according to the university. The awards are granted to researchers who are in the first few years at the assistant professor level.

In Tringides’ case, the funding will support her innovative new method of modeling glioblastoma, a common and extremely aggressive form of brain cancer. Thanks to producing its own blood supply, glioblastoma spreads quickly, weaving tendrils of blighted tissue throughout the brain. Because of this, surgery is difficult and conventional therapies ineffective.

Understanding the way glioblastoma spreads is crucial to the search for a cure. Tringides is using hydrogels that mimic the brain’s extracellular matrix. Using cultures and a microscopic labyrinth, her team can see how the cancer spreads, bonds with neurons and changes cell wall activity. Essentially, Tringides has devised an intelligence test for tumors in hopes of learning how to outsmart them.

“As cancer crawls through the maze, we can look at how it is interacting with the neurons more and more, and measure how electrical activity is changing as a result,” she said in a news release from Rice.

Examining how cancer cells grow can reveal which conditional changes slow them down. Finding ways to alter the structure of brain matter in a way that makes it inhospitable to the cancer could lead to therapies that would impede growth or even reverse it. Using her custom-made ersatz brain maze makes it easier to observe changes than it would be in a patient’s brain.

“Imaging synapses is time-intensive ⎯ it can involve large data files that are hard to visualize, but if we know that the only place where we might have a synapse is this tiny 1-by-4-by-10 micron channel, it makes it much faster and reliable to image them,” Tringides said.

Born in Ames, Iowa, Tringides received her doctorate in biophysics from Harvard before joining Rice in 2024 through a Cancer Prevention and Research Institute of Texas (CPRIT) recruitment award.

Her research was also one of the first four projects to receive research awards through the Rice Brain Institute and TMC Neuro Collaboration Seed Grant Program.

Texas residents earn 11th highest income in U.S., says 2026 study

Money Matters

A new WalletHub study comparing income disparities across America has ranked Texas residents No. 11 on the list of states with the highest earning residents in the nation.

The report, "States Where People Have the Highest Income (2026)," analyzed U.S. Census Bureau income data in all 50 states and the District of Columbia. The report evaluated the average annual income of the top five percent, the median annual household income, and the average annual income of the bottom 20 percent of residents in every state, all adjusted for the cost of living.

The report's data revealed the top five percent of Texans, the highest earners, make $520,378 on average yearly after adjusting for the cost of living. That's the seventh-highest income among the top five percent of earners nationwide.

Meanwhile, the median annual income of a Texas household is just under $76,000. The bottom 20 percent of Texas residents make $17,651 a year, the report found.

For additional context, the latest data from the Federal Reserve shows an American household's median yearly income is about $83,700. WalletHub analyst Chip Lupo also found that the highest earning 10 percent of individuals in the U.S. earn over 12 times more than those in the lowest-earning 10 percent, based on the latest Census data.

"By measuring the income of various percentiles against a state's median income, we can better identify where income disparities are more prevalent, which could help us better understand why residents of certain states struggle more to make ends meet," said Lupo.

Virginia is the state where residents earn the highest income in the U.S., WalletHub said. Based on the report's findings, the top five percent of Virginians make $545,097 on average per year after adjusting for the cost of living. The median annual income of a Virginia household comes out to $95,339, and the bottom 20 percent of residents make $19,671 annually on average.

Conversely, West Virginia is the state where people have the lowest income in the U.S. A West Virginia household makes a median annual income of $56,610, the third-lowest nationally, and the bottom 20 percent of residents make $13,260 on average per year, which is the fifth-lowest in the nation. The top five percent of West Virginians make $372,218 on average per year.

The top 10 states where residents have the highest income are:

  • No. 1 – Virginia
  • No. 2 – New York
  • No. 3 – New Jersey
  • No. 4 – Washington
  • No. 5 – Connecticut
  • No. 6 – Utah
  • No. 7 – Colorado
  • No. 8 – Minnesota
  • No. 9 – Illinois
  • No. 10 – Massachusetts

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This article originally appeared on CultureMap.com.