Investor Jason Calacanis lent his time and expertise to seven Houston startups. Photo via twitter.com/houex

Imagine having to pitch your company to a famed investor who has made investments in over 200 companies — seven of which achieved unicorn status. Now, imagine having to do that onstage in front of an audience — in person and virtually viewing.

That was seven Houston entrepreneurs' morning on March 4 during Houston Tech Rodeo. Jason Calacanis heard from the founders and gave his feedback on their business models, as well as general pitch advice. While some of his notes were in the realm of constructive criticism, he stayed pretty positive — for the most part.

"If you're a founder, you're signing up for a 70 percent failure. It's basically a suicide mission, except you don't actually die. You just hit the reset button and go again," Calacanis says to the crowd.

Calacanis also has a great deal of optimism for the region itself, noting on the potential of the innovation ecosystem, and, as an aside, the local basketball team.

"There's no reason Houston as big as a center as Austin has become," Calacanis says. "All it takes is for some of the rich people to say, 'instead of investing in some bond or Wall Street somewhere where they don't know what's going on and to take it and pay it forward with an entrepreneur."

Here are the seven Houston companies that pitched fir Calacanis, as well as some of his feedback.

Topper Luciani, CEO and founder of Goodfair

goodfair

Houston-based Goodfair sells bundles of used clothing at a low cost. Photo courtesy of Goodfair

Kicking things off was Topper Luciani, CEO and founder of Goodfair, CEO and founder of Goodfair. On a mission to counteract the pollution of fast fashion, the company, which launched in 2018, sells second-hand clothing using "mystery shopping," shipping all of their clothing in variety packs chosen according to a customer's size and taste. This eliminates the cost of photographing, measuring, lowering the price for both the customer and the company.

"Climate chance is Gen Z's crisis, and they are our customers," Luciani tells Calacanis and the crowd.

Goodfair expects to do $5 million in revenue this year, as well as raise its seed round. Calacanis give Luciani advice to make sure he answers the question of, in a world with recycled clothing stores and a growing need for environmentalism, why now?

Katharine Forth, CEO and founder of Zibrio

Balancing is important throughout your life, and Zibrio has the tools and tips for you to use to stay centered. Pexels

From NASA to your bathroom floor — Katharine Forth, CEO and founder of Zibrio, has found a new way to track balance. With her company, people can have the everyday ability to figure out how balanced they are on scale of 1 to 10. The scale gathers data from your weight, your postural control, your muscles and other factors to calculate the rating.

But Forth's business is split between two products — a consumer-focused scale and a scale made for medical professionals to use. Calacanis says it's one scale too many and to focus on just one for now. He compared the company to if Uber tried to launch its upgrades its made over the years all at once.

"You're coming out of the gate with UberPool and UberBlack. Big mistake," he says.

Amy Gross, founder and CEO, VineSleuth Inc

vinesleuth

Houston-based VineSleuth created a custom algorithm to match you with new wines based on wines you've had in the past. Courtesy of VineSleuth

Picking wine out isn't rocket science, and yet, "confusion is costing the industry billions," says Amy Gross, founder and CEO, VineSleuth Inc. The company's custom algorithm is backed by research from sensory scientists at Cornell University, and relies on both data collection and machine learning to determine specific wines that will match an individual customer's tastes.

The B2B approach has launched in a few restaurants around town and, as of this week, the Houston Livestock Show and Rodeo's Wine Garden. But how Gross is currently approaching business isn't exactly attractive to investors.

"The business comes across as a small niche business, which is going to cause investors to run," Calacanis explains.

His advice is to use the technology to prove to restaurants and bars that they are overpaying for their wines.

Panos Moutafis, CEO and co-founder, Zenus Biometrics

Zenus Biometrics uses its facial recognition software to provide seamless check in at events around the world. Courtesy of Zenus Biometrics

What started as a convenient way to check into events is now a facial recognition solution to event data. Zenus Biometrics can scan faces of event attendees for security — but also for data analytics, says Panos Moutafis, CEO and co-founder.

While the tech company has already evolved, Calacanis saw even more potential for the software, comparing it to the iPhone. The device is used more for a camera and app usage than an actual phone.

"As technologists we build something," Calacanis says. "Then we find out what people actually use it for."

While based in Houston now, Moutafis mentions that he will soon be relocated to Austin.

Safir Ali, co-founder and CEO of Hamper

Houston-based Hamper, which makes dry cleaning convenient, won the Rockets and BBVA Compass' LaunchPad competition. Courtesy of Hamper

Safir Ali grew up in his parents' dry cleaning store, and he observed that the biggest inconvenience for customers was them trying to make it to the cleaners to get their clothes before it closed. His company, Hamper, aims to provide a solution as "the Red Box of dry cleaning." Customers can deposit their dry cleaning in a kiosk in their office building, and it will be delivered to pick-up locations.

Calacanis liked that Ali has a background in the dry cleaning business."It takes somebody who is so obsessed that they aren't going to give up," he says, adding that he liked Ali's story.

"When you have something new – something that's novel, you could get a lot of attention," Calacanis says. "For things that are not novel, you have to use performance. You have to use the metrics."

Dyan Gibbens, founder and CEO, Trumbull Unmanned

Trumbull Unmanned equips energy companies with data-retrieving drones. Photo via trumbullunmanned.com

Trumbull Unmanned has created an enterprise software company to analyze data collected from drones flying over oil and gas sites. The technology allows workers to maintain a safe distance and still collect the information needed. Dyan Gibbens, founder and CEO, has secured some impressive contracts with companies, including Exxon.

Calacanis asked Gibbens about those contracts and how much they were usually for, but didn't like her first answer.

"Every answer we get as investors is, 'It depends,'" Calacanis says, explaining a "pro tip" for entrepreneurs. " You want to lead with some examples and get some ground truth. Sell us that ground truth."

Calacanis' next piece of advice for Gibbens was to add a second set of data collecting technology, such as a moisture sensor or heat sensor, creating two sets of data for clients.

"Being agnostic to how you solve the problem is [a big opportunity]. Also, that becomes an upsell," Calacanis says.

Ksenia Yudina, founder and CEO, UNest

UNest is a tax-free way to save money for your children's education. Photo via unestapp.com

UNest is using user-friendly app technology to set up college funds for millennial parents. And Founder Ksenia Yudina has gotten some great reception, which has caused financial advisers to take note and even reach out. But Calacanis says they are, in a way, the enemy for her product and she needs to not spread out her resources trying to partner with financial advisers.

"Part of being a successful founder is knowing what you need more and what to stay focused on," Calacanis says. "If you remain a product that people like, everyone is going to drown you in opportunities. And as CEO you have to know when to say no."

Ad Placement 300x100
Ad Placement 300x600

CultureMap Emails are Awesome

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.”

---

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.”