You might be seeing more robots in restaurants, thanks to Texas-based RobotLAB. Photo courtesy of RobotLAB

Snazzy sombrero-wearing robots are gliding over to your table, carrying chips, salsa, and drinks, electronic eyes wide open on its interactive screen, ready to serve. The bot, provided by the new Houston franchise branch of RobotLAB Inc., debuted at Johnny Tamales Tex-Mex Cantina in Missouri City last week.

The restaurant's owner, Anil Patel, arranged for a one-month trial rental of the machine. But so far, he tells InnovationMap that he’s pleased with his “no-brainer” decision to add a small food delivery robot, which he says has huge marketing potential.

“I’m a sucker for technology. You look at it, and I think this is the future,” says Patel, who used to work in the health care industry.

That vision is shared by Elad Inbar, founder and CEO of Dallas-based RobotLAB, who in July expanded his company’s Texas franchise operations with the opening of a Houston branch.

“For many years, robots were toys — for geeks. You had to build them yourself, program them yourself,” Inbar says.

Elad Inbar is the founder and CEO of Dallas-based RobotLAB. Photo courtesy of RobotLAB

But the electronics revolution that brought handheld phones to the mainstream inspired Inbar to turn that concept to robotics when he formed RobotLAB in 2007.

“To me, this was completely a wake up call — seeing the market shift, and you know, bringing the opportunity to the mass market,” he says.

The company started by providing small robots to schools, and the company now works with two-thirds of the school districts in the country, Inbar says, touting that it is the "largest, most experienced" robotics company.

Keith Edwards, who owns RobotLAB’s Houston franchise with his brother Daniel, said his office aims to provide 50 robots in its first year of operation. While the use of robots has become more common globally, especially in Asian hotels and restaurants, for American business owners, robots are definitely not a standard decision, Edwards says.

The challenge lies in educating them about how robotics provides a solution for staffing shortages, Edwards says. With the touch of a button, the robot used in Patel’s restaurant can be programmed to sing happy birthday and deliver a dessert, or return dirty dishes back to the kitchen sink.

Through its franchisees, RobotLAB has already set up robots inside numerous restaurants, including eight food delivery models at four Houston locations of revolving sushi bar Kura Sushi.

Wings Over Frisco in the Dallas metro area and entertainment complex AREA 254 in Killeen also use RobotLAB food delivery robots. In August, the Tulsa International Airport introduced, on a trial basis, “Cloi,” another bot from RobotLAB, that guides visitors and has a selfie feature.

RobotLAB provides some 50 types of robots, Inbar says, ranging in function from cleaning, warehouse stacking, to food delivery, with plans and potential for more.

The company also has a presence in the senior living space, with a humanoid life-sized interactive robot named Pepper, that works with residents who suffer from dementia. While no Houston senior communities have yet come on board, Inbar says the company works with assisted living communities in Dallas, Wisconsin, New Jersey and Virginia.

One of RobotLAB's devices specializes in senior care facilities. Photo courtesy of RobotLAB

RobotLAB does not manufacture the robots, but provides the models, which can be purchased or leased. The company partners with manufacturers all over the world to provide the robots.

The cost to purchase a robot outright ranges widely, anywhere from $3,400 for an autonomous vacuum cleaner to $32,000 for a life-sized model, according to the website.

It provides one-on-one service for all aspects of implementation and any repair.

The proof of concept and related costs for the trial run for the Johnny Tamales robot was $2,990, Edwards says, which would apply toward a possible purchase of the $9,500 robot.

The daily labor cost, according to Inbar, for a food delivery robot amounts to about $15 to $17 a day, and for cleaning robots, about $27 a day.

The delivery robots run on a battery charge which lasts which lasts from nine to 13 hours, depending on the model. A cleaning robot does not last as long, but can clean 20,000 square feet on a single charge, Inbar says, and discharge dirty water, charge itself and return to work.

In the coming weeks, Inbar says he plans a demonstration with area firefighters at a training facility in Dallas, to show them bots that can clear debris, fight fires and help perform rescues.

The fastest-growing sector of his business now is the cleaning robot, as the service industry, in particular, struggles with labor challenges, Inbar says. The Houston office just sold its first cleaning robot, Edwards said.

“There is more demand for cleaning automation, simply because people don’t want to do the job anymore,” says Inbar. “We are hearing from everyone, in every market sector, from hotels, to assisted living facilities, to warehouses, you name it, supermarkets — even movie theaters. They can’t find people to clean. Putting that on autopilot, in a way, is the solution."

Edwards and Inbar say RobotLAB’s customized local service and connection provides the missing integration link for many business owners, who are intrigued by robots but may be way of what is involved with the equipment.

“We are basically the car dealership model of robotics,” Inbar says.

Christina Garavaglia, executive director of the Southeast Texas region of the Texas Restaurant Association, says the industry usually adapts cutting-edge technology early on, and robots are no exception.

“One of the primary reasons for this is that technology, hopefully, if it does what it’s intended, provides a lot of efficiency, and can help with some of the very tight margins that all of our restaurants work with,” she says.

Local restaurateurs have generally had positive reactions to robots, she says.

RobotLAB has food delivery robots rolling out in Houston. Photo courtesy of RobotLAB

Eric’s Restaurant at the Hilton University of Houston Hotel was the first Texas restaurant to introduce a robot two years ago, as part of its student training, Garavaglia says, adding that she expects more restaurateurs to come on board.

The industry has “barely scanned the surface” in leveraging the potential for robots to maximize efficiency and create a unique customer experience, she said.

Jim Lewis, president of AREA 254, a 45,000-square-foot entertainment complex in Killeen, purchased three robots from RobotLAB and began using them in January.

The robot keeps the food warm, in its enclosed shelves, and frees up the servers. One robot can carry up to four pizzas, and go from table to table in one trip, directed by a software system activated by the QR code order at the table. And, just as important for Lewis, the robots provide the “fun, cool factor.”

“People love it, and robots put smiles on people’s faces,” Lewis says. “My guess is that it will pick up a lot of steam, especially in the family entertainment space, where buildings are so big. The robot provides a very practical solution to moving food long distances.”

Inbar says his company does not want to replace human labor with his robots, rather enhance it and free up time for humans while filling a labor gap prompted by a shift that began in the wake of the COVID pandemic.

“This is where the challenge is. They need people to move boxes in warehouses, cook, and clean floors, so automation is the solution,” Inbar says.

Garavaglia says restaurant servers may even see their tips increase, as they can engage longer with customers as the robot handles other chores. The gap between the tip and the amount of work done to earn it would close, she explains.

Most high-end restaurants pride themselves on the customer experience, she said, and “that can only be provided by a human person.”

“Feeling a trust, sense of connection, that is really a human trait, a human characteristic. So long as that is the case, human servers and human employees will always be necessary,” she says.

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Houston startup debuts new drone for first responders

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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

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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

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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.”