TMCx company raises $16 million, Exxon scales work with Houston drone startup, and more innovation news

Short stories

The Texas Medical Center has contributed to a $16 million round in a TMCx08 member company. Courtesy of TMCx

With a busy September just days away, the Houston innovation world has seen an uptick in news. Just in case you missed some, here are some short stories from Houston startups — funding, product launches, clinical trials, oh my.

TMC invests in Luma Health's recent $16 million round

Luma Health, a San Francisco-based startup and TMCx08 cohort member, has closed a $16 million Series B round. The Texas Medical Center contributed to the round, along with U.S. Venture Partners and Cisco. PeakSpan Capital lead the series.

The company has a text-first communication platform to ease and automate the provider-patient conversations. The money, per VentureBeat, will go toward scaling up business.

"As we've spent more time with patients, doctors, and healthcare teams across the country, we've seen the disconnect between patients and clinics — patients really struggle to connect with their clinic, and clinics struggle to simply get a hold of their patients," the companies founders write on their website. "The one consistent theme we've heard after now deploying Luma Health at over 300 clinics is: how can we make it easier for our patients to get started on their care journey and connect with us as they map their personal path to healing?"

ExxonMobil scales its arrangement with Houston drone company

Dyan Gibbons

Dyan Gibbons is the CEO of Trumbull Unmanned. Courtesy of Alice

Houston-based Trumbull Unmanned has provided its drone technology to ExxonMobil since 2014. Now, the major energy company is scaling up its involvement with the local company.

Trumbull was recently awarded a five-year Unmanned Aircraft Systems Agreement and now will expand drone data collection and inspections as part of a new contract.

"Trumbull is grateful to serve amazing clients. After conducting data collection and inspections for ExxonMobil in over 25 locations, we are excited to scale operations starting in the Americas," says Trumbull CEO Dyan Gibbens in a release. "We look forward to helping ExxonMobil integrate amazing safety, efficiency, and data-driven technology into their operations."

Houston-founded startup relocates to Austin

Ben Johnson's business idea turned into a growing company making the lives of apartment dwellers easier. Courtesy of Apartment Butler

A company founded in Houston has moved its headquarters to Austin, according to reports. Spruce — formerly known as Apartment Butler — provides luxury services (like dry cleaning, cleaning, and pet services) to apartment complexes.

Founder Ben Johnson told InnovationMap last December that, even though he's raised two rounds of funding from Houston — a $2 million Seed and a $3 million Series A — it was tough to convince venture capital firms from Houston. Houston-based Mercury Fund and Austin-based Capital Factory contributed to both the company's rounds. Princeton, New Jersey-based Fitz Gate Ventures led the Series A round, and the Houston Angel Network contributed too.

"Every single VC I pitched to wanted to require us to move to Austin as a condition to our funding," Johnson tells InnovationMap in a previous article. "I wanted to grow this business in Houston. I thought I was going to have to move to Austin because there wasn't a VC for us here."

Spruce already has a presence in Austin. The company has its services in 35 Austin-area apartment complexes, per the Austin Business Journal, as well as having Austin-based employees. Earlier this year, Spruce expanded its services to Denver, representing the first out-of-state business for the company.

Houston anti-fungal fabric fashion line launches

Accel Lifestyle is a anti-stink, ethically sourced athletic line. Courtesy of Accel

Houston entrepreneur, Megan Eddings, was disappointed with the athleticwear industry. She couldn't find a company that prioritized ethical and sustainable designs that were made with a fabric that wouldn't hold on to that strong, unpleasant sweat smell. So, a chemist by trade, she made her own.

Now, after months and months of work, Eddings has launched her company and the fitness line, Accel Lifestyle. The products are made in the United States in ethical conditions and shipped in 100 percent biodegradable packaging without any plastics involved. The custom-designed fabric — called the Prema™ fabric, which is now patent pending in 120 countries — doesn't hold onto the stink from working out, meaning consumers will be less inclined to throw them away, preventing unnecessary textile waste.

"I founded Accel Lifestyle because, even though there are so many fitness apparel companies today, none of them hit all the boxes on my checklist. I wanted to support a fashionable fitness apparel company that has an ethical supply chain (no sweatshops), and a fabric that doesn't smell. What did I find? Absolutely nothing. And, I wanted to change that," says Eddings in a release. "With my science background and experience working in science labs at University of Virginia and Brown University, it took 2.5 years to create the fabric from scratch, using the most luxurious threads available and a trade secret protected science."

Houston medical device startup releases positive clinical trial results

Photo via nanospectra.com

A Houston medical device company using nanomedicine has released early results in its clinical trials treating prostrate cancer. Nanospectra Biosciences Inc.'s AuroLase technology uses laser-excited gold-silica nanoparticles with various medical imaging tools to focally remove low to intermediate grade tumors within the prostate, according to its study outcomes published in Proceedings of the National Academy of Sciences.

"As the first ultra-focal therapy for prostate cancer, AuroLase has the potential to maximize treatment efficacy while minimizing side effects associated with surgery, radiation, and traditional focal therapies," says David Jorden, CEO of Nanospectra, in a news release. "We are encouraged by the clinical success of our feasibility study to date and look forward to the initiation, potentially next month, of the pivotal study with an expected cumulative treatment population of 100 subjects."

One of the company's co-founders, Naomi J. Halas, is a professor of biophysics at Rice University.

Canadian oil and gas company with a growing presence in Houston named finalist in World Oil awards

Validere, a Canada-based energy logistics company, is expanding in Houston. Courtesy of Validere

While Houston can't completely claim Canadian oil and gas data company Validere, the company, which has a growing presence in the Bayou City, has been named a finalist in a prestigious awards program.

Validere is a finalist in the World Oil Awards' best data management and application solution award. The company is up against technology from the likes of Schlumberger, Halliburton, Siemens, NOV, Baker Hughes, and more,

The company has created a software that allows for real-time data and both artificial and human intelligence insights to improve its clients' quality, trading, and logistics. The company's technology enhances the ability of oil and gas traders to make informed decisions, which currently are made based off unreliable product quality data. Annually, $2 trillion of product moves around the oil and gas industry, and Validere uses the Internet of Things to improve the current standard of decision making.

Of course, the energy capital of the world has been a major city for growth — something co-founder Nouman Ahmad tells InnovationMap in a previous interview.

"As we think about the long-term future of the business, Houston is one of the most important markets for us going forward," Ahmad says.

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Houston startup debuts new drone for first responders

taking flight

Houston-based Paladin Drones has debuted Knighthawk 2.0, its new autonomous, first-responder drone.

The drone aims to strengthen emergency response and protect first responders, the company said in a news release.

“We’re excited to launch Knighthawk 2.0 to help build safer cities and give any city across the world less than a 70-second response time for any emergency,” said Divyaditya Shrivastava, CEO of Paladin.

The Knighthawk 2.0 is built on Paladin’s Drone as a First Responder (DFR) technology. It is equipped with an advanced thermal camera with long-range 5G/LTE connectivity that provides first responders with live, critical aerial awareness before crews reach the ground. The new drone is National Defense Authorization Act-compliant and integrates with Paladin's existing products, Watchtower and Paladin EXT.

Knighthawk 2.0 can log more than 40 minutes of flight time and is faster than its previous model, reaching a reported cruising speed of more than 70 kilometers per hour. It also features more advanced sensors, precision GPS and obstacle avoidance technology, which allows it to operate in a variety of terrains and emergency conditions.

Paladin also announced a partnership with Portuguese drone manufacturer Beyond Vision to integrate its Drone as a First Responder (DFR) technology with Beyond Vision’s NATO-compliant, fully autonomous unmanned aerial systems. Paladin has begun to deploy the Knighthawk 2.0 internationally, including in India and Portugal.

The company raised a $5.2 million seed round in 2024 and another round for an undisclosed amount earlier this year. In 2019, Houston’s Memorial Villages Police Department piloted Paladin’s technology.

According to the company, Paladin wants autonomous drones responding to every 911 call in the U.S. by 2027.

Rice research explores how shopping data could reshape credit scores

houston voices

More than a billion people worldwide can’t access credit cards or loans because they lack a traditional credit score. Without a formal borrowing history, banks often view them as unreliable and risky. To reach these borrowers, lenders have begun experimenting with alternative signals of financial reliability, such as consistent utility or mobile phone payments.

New research from Rice Business builds on that approach. Previous work by assistant professor of marketing Jung Youn Lee showed that everyday data like grocery store receipts can help expand access to credit and support upward mobility. Her latest study extends this insight, using broader consumer spending patterns to explore how alternative credit scores could be created for people with no credit history.

Forthcoming in the Journal of Marketing Research, the study finds that when lenders use data from daily purchases — at grocery, pharmacy, and home improvement stores — credit card approval rates rise. The findings give lenders a powerful new tool to connect the unbanked to credit, laying the foundation for long-term financial security and stronger local economies.

Turning Shopping Habits into Credit Data

To test the impact of retail transaction data on credit card approval rates, the researchers partnered with a Peruvian company that owns both retail businesses and a credit card issuer. In Peru, only 22% of people report borrowing money from a formal financial institution or using a mobile money account.

The team combined three sets of data: credit card applications from the company, loyalty card transactions, and individuals’ credit histories from Peru’s financial regulatory authority. The company’s point-of-sale data included the types of items purchased, how customers paid, and whether they bought sale items.

“The key takeaway is that we can create a new kind of credit score for people who lack traditional credit histories, using their retail shopping behavior to expand access to credit,” Lee says.

The final sample included 46,039 credit card applicants who had received a single credit decision, had no delinquent loans, and made at least one purchase between January 2021 and May 2022. Of these, 62% had a credit history and 38% did not.

Using this data, the researchers built an algorithm that generated credit scores based on retail purchases and predicted repayment behavior in the six months following the application. They then simulated credit card approval decisions.

Retail Scores Boost Approvals, Reduce Defaults

The researchers found that using retail purchase data to build credit scores for people without traditional credit histories significantly increased their chances of approval. Certain shopping behaviors — such as seeking out sale items — were linked to greater reliability as borrowers.

For lenders using a fixed credit score threshold, approval rates rose from 15.5% to 47.8%. Lenders basing decisions on a target loan default rate also saw approvals rise, from 15.6% to 31.3%.

“The key takeaway is that we can create a new kind of credit score for people who lack traditional credit histories, using their retail shopping behavior to expand access to credit,” Lee says. “This approach benefits unbanked applicants regardless of a lender’s specific goals — though the size of the benefit may vary.”

Applicants without credit histories who were approved using the retail-based credit score were also more likely to repay their loans, indicating genuine creditworthiness. Among first-time borrowers, the default rate dropped from 4.74% to 3.31% when lenders incorporated retail data into their decisions and kept approval rates constant.

For applicants with existing credit histories, the opposite was true: approval rates fell slightly, from 87.5% to 84.5%, as the new model more effectively screened out high-risk applicants.

Expanding Access, Managing Risk

The study offers clear takeaways for banks and credit card companies. Lenders who want to approve more applications without taking on too much risk can use parts of the researchers’ model to design their own credit scoring tools based on customers’ shopping habits.

Still, Lee says, the process must be transparent. Consumers should know how their spending data might be used and decide for themselves whether the potential benefits outweigh privacy concerns. That means lenders must clearly communicate how data is collected, stored, and protected—and ensure customers can opt in with informed consent.

Banks should also keep a close eye on first-time borrowers to make sure they’re using credit responsibly. “Proactive customer management is crucial,” Lee says. That might mean starting people off with lower credit limits and raising them gradually as they demonstrate good repayment behavior.

This approach can also discourage people from trying to “game the system” by changing their spending patterns temporarily to boost their retail-based credit score. Lenders can design their models to detect that kind of behavior, too.

The Future of Credit

One risk of using retail data is that lenders might unintentionally reject applicants who would have qualified under traditional criteria — say, because of one unusual purchase. Lee says banks can fine-tune their models to minimize those errors.

She also notes that the same approach could eventually be used for other types of loans, such as mortgages or auto loans. Combined with her earlier research showing that grocery purchase data can predict defaults, the findings strengthen the case that shopping behavior can reliably signal creditworthiness.

“If you tend to buy sale items, you’re more likely to be a good borrower. Or if you often buy healthy food, you’re probably more creditworthy,” Lee explains. “This idea can be applied broadly, but models should still be customized for different situations.”

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This article originally appeared on Rice Business Wisdom. Written by Deborah Lynn Blumberg

Anderson, Lee, and Yang (2025). “Who Benefits from Alternative Data for Credit Scoring? Evidence from Peru,” Journal of Marketing Research.

XSpace adds 3 Houston partners to fuel national expansion

growth mode

Texas-based XSpace Group has brought onboard three partners from the Houston area to ramp up the company’s national expansion.

The new partners of XSpace, which sells high-end multi-use commercial condos, are KDW, Pyek Financial and Welcome Wilson Jr. Houston-based KDW is a design-build real estate developer, Katy-based Pyek offers fractional CFO services and Wilson is president and CEO of Welcome Group, a Houston real estate development firm.

“KDW has been shaping the commercial [real estate] landscape in Texas for years, and Pyek Financial brings deep expertise in scaling businesses and creating long‑term value,” says Byron Smith, founder of XSpace. “Their commitment to XSpace is a powerful endorsement of our model and momentum. With their resources, we’re accelerating our growth and building the foundation for nationwide expansion.”

The expansion effort will target high-growth markets, potentially including Nashville, Tennessee; Orlando, Florida; and Charlotte and Raleigh, North Carolina.

XSpace launched in Austin with a $20 million, 90,000-square-foot project featuring 106 condos. The company later added locations on Old Katy Road in Houston and at The Woodlands Town Center. A third Houston-area location is coming to the Design District.

XSpace condos range in size from 300 to 3,000 square feet. They can accommodate a variety of uses, such as a luxury-car storage space, a satellite office, or a podcasting studio.

“XSpace has tapped into a fundamental shift in how entrepreneurs and professionals want to use space,” Wilson says. “Houston is one of the best places in the country to innovate and build, and XSpace’s model is perfectly aligned with the needs of this fast‑growing, opportunity‑driven market.”

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