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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Tech giant Apple doubles down on Houston with new production facility

coming soon

Tech giant Apple announced that it will double the size of its Houston manufacturing footprint as it brings production of its Mac mini to the U.S. for the first time.

The company plans to begin production of its compact desktop computer at a new factory at Apple’s Houston manufacturing site later this year. The move is expected to create thousands of jobs in the Houston area, according to Apple.

Last year, the Cupertino, California-based company announced it would open a 250,000-square-foot factory to produce servers for its data centers in the Houston area. The facility was originally slated to open in 2026, but Apple reports it began production ahead of schedule in 2025.

The addition of the Mac mini operations at the site will bring the footprint to about 500,000 square feet, the Houston Chronicle reports. The New York Times previously reported that Taiwanese electronics manufacturer Foxconn would be involved in the Houston factory.

Apple also announced plans to open a 20,000-square-foot Advanced Manufacturing Center in Houston later this year. The project is currently under construction and will "provide hands-on training in advanced manufacturing techniques to students, supplier employees, and American businesses of all sizes," according to the announcement. Apple opened a similar Apple Manufacturing Academy in Detroit last year.

Apple doubles down on Houston with new production facility, training center Photo courtesy Apple.

“Apple is deeply committed to the future of American manufacturing, and we’re proud to significantly expand our footprint in Houston with the production of Mac mini starting later this year,” Tim Cook, Apple’s CEO, said in the news release. “We began shipping advanced AI servers from Houston ahead of schedule, and we’re excited to accelerate that work even further.”

Apple's Houston expansion is part of a $600 billion commitment the company made to the U.S. in 2025.

Houston energy trailblazer Fervo taps into hottest reservoir to date

Heating Up

Things are heating up at Houston-based geothermal power company Fervo Energy.

Fervo recently drilled its hottest well so far at a new geothermal site in western Utah. Fewer than 11 days of drilling more than 11,000 feet deep at Project Blanford showed temperatures above 555 degrees Fahrenheit, which exceeds requirements for commercial viability. Fervo used proprietary AI-driven analytics for the test.

Hotter geothermal reservoirs produce more energy and improve what’s known as energy conversion efficiency, which is the ratio of useful energy output to total energy input.

“Fervo’s exploration strategy has always been underpinned by the seamless integration of cutting-edge data acquisition and advanced analytics,” Jack Norbeck, Fervo’s co-founder and chief technology officer, said in a news release. “This latest ultra-high temperature discovery highlights our team’s ability to detect and develop EGS sweet spots using AI-enhanced geophysical techniques.”

Fervo says an independent review confirms the site’s multigigawatt potential.

The company has increasingly tapped into hotter and hotter geothermal reservoirs, going from 365 degrees at Project Red to 400 degrees at Cape Station and now more than 555 degrees at Blanford.

The new site expands Fervo’s geologic footprint. The Blanford reservoir consists of sedimentary formations such as sandstones, claystones and carbonates, which can be drilled more easily and cost-effectively than more commonly targeted granite formations.

Fervo ranks among the top-funded startups in the Houston area. Since its founding in 2017, the company has raised about $1.5 billion. In January, Fervo filed for an IPO that would value the company at $2 billion to $3 billion, according to

Axios Pro.

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This article originally appeared on EnergyCapitalHTX.com.

11 Houston researchers named to Rice innovation cohort

top of class

The Liu Idea Lab for Innovation and Entrepreneurship (Lilie) has named 11 students and researchers with breakthrough ideas to its 2026 Rice Innovation Fellows cohort.

The program, first launched in 2022, aims to support 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.

The eleven 2026 Innovation Fellows are:

Ehsan Aalaei, Bioengineering, Ph.D. 2027

Professor Michael King Laboratory

Aalaei is developing new therapies to prevent the spread of cancer.

Matt Lee, Bioengineering, Ph.D. 2027

Professor Caleb Bashor Laboratory

Lee’s work uses AI to design the genetic instructions for more effective therapies.

Thomas Howlett, Bioengineering, Postdoctoral 2028

Professor Kelsey Swingle Laboratory

Howlett is developing a self-administered, nonhormonal treatment for heavy menstrual bleeding.

Jonathan Montes, Bioengineering, Ph.D. 2025

Professor Jessica Butts Laboratory

Montes and his team are developing a fast-acting, long-lasting nasal spray to relieve chronic and acute anxiety.

Siliang Li, BioSciences, Postdoctoral 2025

Professor Caroline Ajo-Franklin Laboratory

Li is developing noninvasive devices that can quickly monitor gut health signals.

Gina Pizzo, Statistics, Lecturer

Pizzo’s research uses data modeling to forecast crop performance and soil health.

Alex Sadamune, Bioengineering, Ph.D. 2027

Professor Chong Xie Laboratory

Sadamune is working to scale the production of high-precision neural implants.

Jaeho Shin, Chemistry, Postdoctoral 2027

Professor James M. Tour Laboratory

Shin is developing next-generation semiconductor and memory technologies to advance computing and AI.

Will Schmid, Electrical and Computer Engineering, Postdoctoral 2025

Professor Alessandro Alabastri Laboratory

Schmid is developing scalable technologies to recover critical minerals from high-salinity resources.

Khadija Zanna, Electrical and Computer Engineering, Ph.D. 2026

Professor Akane Sano Laboratory

Zanna is building machine learning tools to help companies deploy advanced AI in compliance with complex global regulations.

Ava Zoba, Materials Science and Nano Engineering, Ph.D. 2029

Professor Christina Tringides Laboratory

Zoba is designing implantable devices to improve the monitoring of brain function following tumor-removal surgery.

According to Rice, its Innovation Fellows have gone on to raise over $30 million and join top programs, including The Activate Fellowship, Chain Reaction Innovations Fellowship, the Texas Medical Center’s Cancer Therapeutics Accelerator and the Rice Biotech Launch Pad. Past participants include ventures like Helix Earth Technologies and HEXASpec.

“These fellows aren’t just advancing science — they’re building the future of industry here at Rice,” Kyle Judah, Lilie’s executive director, said in a news release. “Alongside their faculty members, they’re stepping into the uncertainty of turning research into real-world solutions. That commitment is rare, and it’s exactly why Lilie and Rice are proud to stand shoulder-to-shoulder with them and nurture their ambition to take on civilization-scale problems that truly matter.”