The University of Michigan's Intero Biosystems was the star of the show at the 2025 Rice Business Plan Competition, bringing home both the top-place finish and the largest total investment. Photo courtesy Rice University.

Celebrating its 25th year, the Rice Alliance for Technology and Entrepreneurship hosted the celebrated Rice Business Plan Competition this month, doling out more than $2 million in investment and cash prizes to the top-performing teams.

“For 25 years, the Rice Business Plan Competition has helped shape how Rice Business shows up in the world by creating a platform where student-entrepreneurs can tackle some of the most complex challenges of our time in energy, in health care, in technology and beyond,” Peter Rodriguez, dean of Rice Business, the presenting sponsor of the event, said in a news release. “If we’re serious about changing the world — and I believe we are — then it’s our responsibility to open doors for students everywhere to imagine bold solutions and build what comes next.”

Over the course of the three-day event, the 42 startups competing this year from colleges or universities around the world presented their plans before more than 300 angel, venture capital, and corporate investors. The teams were selected from the event’s largest applicant pool to date and represented 34 universities across four countries, according to Rice. Winners were announced at the company showcase and awards ceremony April 12 in downtown Houston.

Seven finalists were selected, though each team left the competition with some form of funding, according to Rice. The University of Michigan's Intero Biosystems was the star of the show, bringing home both the top-place finish and the largest total investment. Rice's own Pattern Materials also had a strong showing, placing fourth in the pitch competition and also earning the fourth-highest investment total.

Here are the teams that won big in 2025. See a full list of winners and prizes here.

Intero Biosystems, University of Michigan - $902,000

The team finished in first place for its GastroScreen, the first stem cell-driven human “mini gut” that is ideal for organ function testing before testing on humans, and also claimed the largest total investments among the competition.

  • $150,000 Goose Capital Investment Grand Prize
  • $250,000 Goose Capital Investment Prize
  • $200,000 The OWL Investment Prize
  • $100,000 Houston Angel Network Investment Prize
  • $100,000 nCourage Investment Network’s Courageous Women Entrepreneur Investment Prize
  • $100,000 Investment Prize from Nancy Chang
  • $1,000 Mercury Elevator Pitch Competition - Overall Winner
  • $1,000 Anbarci Family Company Showcase Prize
  • TMC Innovation Healthcare Accelerator Bootcamp Invitation Prize

MabLab, Harvard University – $301,500

The team placed second for its rapid test capable of detecting multiple adulterants in laced drugs and spiked drinks.

  • $100,000 Investment Prize, sponsored by David Anderson, Anderson Family Fund, Jon Finger and Finger Interests
  • $100,000 The Indus Entrepreneurs (TiE) Texas Angels Investment Prize
  • $25,000 nCourage Investment Network’s Courageous Women Entrepreneur Investment Prize
  • $50,000 Valhalla Investment Network Investment Prize
  • $25,000 The Eagles Investor Investment Prize
  • $500 Mercury Elevator Pitch Competition - Life Science*
  • $1,000 Anbarci Family Company Showcase Prize

re.solution, RWTH Aachen University — $76,500

The team placed third for its water-based technology that recycles polyesters without generating salt waste, making textile recycling viable.

  • $50,000 Investment Prize, sponsored by David Anderson, Anderson Family Fund, Jon Finger and Finger Interests
  • $25,000 Pearland EDC Spirit of Entrepreneurship Cash Prize
  • $500 Mercury Elevator Pitch Competition - Energy/Cleantech
  • $1,000 Anbarci Family Company Showcase Prize

Pattern Materials, Rice University – $134,500

The Houston-based team placed fourth for its laser-induced graphene technology that can be rapidly performed, enabling low-cost, scalable production of the material.

  • $5,000 prize, sponsored by Norton Rose Fulbright
  • $50,000 Valhalla Investment Network Investment Prize
  • $25,000 Pearland EDC Spirit of Entrepreneurship Cash Prize
  • $25,000 New Climate Ventures Sustainable Investment Prize
  • $25,000 Amentum and WRX Companies Rising Stars Space Technology and Commercial Aerospace Cash Prize
  • $500 Mercury Elevator Pitch Competition - Hard Tech
  • $1,000 Anbarci Family Company Showcase Prize
  • $3,000 Venture Builder Innovation Prizes

Xatoms, Western University and University of Toronto — $30,000

The team placed fifth for its AI- and quantum-driven platform for discovering solar-activated semiconductor materials.

  • $5,000 prize, sponsored by EY
  • $25,000 nCourage Investment Network’s Courageous Women Entrepreneur Investment Prize

Mito Robotics, Carnegie Mellon University— $5,000

The team placed sixth for its automated manual cell culture with AI-powered robotic scientists for life science research

  • $5,000 prize, sponsored by Chevron Technology Ventures

FarmSmart.ai, LSU – $106,000

The team placed seventh for its AI—driven assistant that synthesizes vast agricultural research into actionable, tailored intelligence, but earned the fifth-most investments among the group.

  • $5,000 prize, sponsored by Shell Ventures
  • $100,000 The OWL Investment Prize
  • $1,000 Anbarci Family Company Showcase Prize
  • Edward H. Molter Memorial Prizes for Wildcard Round - 1st place - Advance to Finals


Other significant awards

GreenLIB Materials, University of Ottawa – $152,000

  • $150,000 Goose Capital Investment Prize
  • $2,000 Venture Builder Innovation Prizes

Microvitality, Tufts University – $26,500

  • $25,000 Southwest National Pediatric Device Consortium Pediatric Device Cash Prize
  • $1,500 Edward H. Molter Memorial Prizes for Wildcard Round - 3rd place overall in WC

Nanoborne, University of Texas at Austin - $25,000

  • $25,000 NOV Golden Ticket to Supernova Accelerator and Cash Prize

Last year, the Rice Business Plan Competition facilitated over $1.5 million in investment and cash prizes. MesaQuantum from Harvard University landed the highest total investment last year, although it was not named a finalist. Protein Pints from Michigan State University won the pitch competition.

According to Rice, 910 startups have raised more than $6.9 billion in capital through the competition over the last 25 years.

A Houston investor and leader at Houston Angel Network weighs in on the importance of angel investors in growing startup communities. Photo via Getty Images

Houston expert examines the importance of early-stage investors in the innovation ecosystem

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In a flourishing startup ecosystem, the roles of entrepreneurs, venture capitalists, startup development organizations, policymakers, research institutions, and universities are well documented and understood. Less obvious, however, is the role of early-stage investors, aka, “angel investors.”

These unique people are often the first non-family money to invest in a young company, often while it is still refining its business model, completing its minimum viable product (MVP), or finding product-market fit. Excellent angel investors, however, provide value to the ecosystem far beyond their ability to write a check.

Most angel investors bring deep expertise within their domain. These can be 20- or 30-year industry veterans with invaluable been-there-done-that experience in a particular technology, discipline, vertical, or regulatory environment. They can share insights learned from various industry trends that have succeeded and failed, which often save startups significant time and effort. Or they may bring complementary business expertise such as legal, accounting, technology, financing, or startup strategy. Many angels have launched or worked in multiple startups themselves, which gives them an ability to quickly understand and assist with the unique challenges of early-stage business.

Additionally, good investors are aggregators of knowledge. They constantly read about the sectors in which they invest, learn the latest trends, and watch for innovations that they believe will change industries. As forward thinkers, they know how to look past buzzwords to find what is truly unique or different. They often ask the “hard questions” that cut to the heart of the matter. Wise founders learn how to listen and use this feedback to improve their company and strategy.

Many angel investors serve as mentors to startups and share their hard-won knowledge. Most start with informal or unpaid relationships either through an SDO or personal referral. If they form a meaningful connection with a particular startup, this could turn into an official role as a compensated advisor. The best of these relationships are mutually beneficial and ultimately profitable if the company has a successful exit. Similarly, angels may become advisors to venture capital funds that want to bring their insights to their portfolio companies.

Investors are natural connectors in an ecosystem. As they search for, invest in, and mentor great startups, they foster connections across the innovation community. Relationship-building is key to all business success, and a wise angel knows how to respectfully leverage connections for mutual benefit. However, be careful not to ask an investor to share connections too soon. One of the fastest turn-offs is someone who asks me to open my rolodex before earning my trust and respect.

The most obvious benefit that investors bring to the innovation ecosystem is funding for early-stage businesses. This infusion of capital enables young businesses to identify, create, and grow value, which is the ultimate point of innovation. I mention it last, however, because savvy entrepreneurs know the difference between “smart money” and “dumb money.” Dumb money is not a pejorative but a label for money that has no voice or utility beyond its monetary value (which makes it silent or “dumb”).

Smart money, on the other hand, brings many or all of the other attributes discussed above: knowledge, expertise, mentoring, and connections. In terms of value, smart money is worth many times more than its cash value.

As the Houston innovation ecosystem grows, we need more accredited investors with a passion for innovation to learn about angel investing and determine if it is a fit for them. Given its very high-risk profile, it certainly isn’t appropriate for everyone. However, angel investing is a powerful way that investors can help solve society’s biggest challenges and contribute to a thriving innovation community.

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Mitra Miller is the vice president and board member of Houston Angel Network.

Houston-based Eden Grow Systems hopes to disrupt the agtech industry and revolutionize — and localize — produce. Photo via edengrowsystems.com

Houston startup with next-gen farming tech calls for crowdfunding as it plans to grow

seeing green

Whether it’s on Mars or at the kitchen table, entrepreneur Bart Womack wants to change what and how you eat.

But the CEO and founder of next-generation farming startup Eden Grow Systems is seeking crowdfunders to help feed the venture.

The company evokes images of a garden paradise on earth. But the idea behind the Houston-based NASA spinoff came from a more pragmatic view of the world. Womack’s company sells indoor food towers, self-contained, modular plant growth systems built on years of research by NASA scientists looking for the best way to feed astronauts in space.

The company has launched a $1.24 million regulated crowdfunding campaign to raise the money it needs to scale and expand manufacturing outside the current location in Washington state.

Additionally, the U.S. Air Force recently chose Eden as a food source for the U.S. Space Force base on remote Ascension Island, in the Atlantic Ocean, Womack tells InnovationMap. Another project with Space Center Houston is also in the works.

“We want to be the government and DOD contractor for these kind of next-generation farming systems,” he says.

The Houston-based company includes former NASA scientists, like recent hire Dr. L. Marshall Porterfield, of Purdue University, as an innovation advisor.

Womack, a former digital marketer, Houston public channel show host, night club owner and entertainment entrepreneur, left those ventures in 2012, after the birth of his first child. While taking a year to study trends research, in 2014, what he read intrigued and alarmed him.

“I’ll never forget, I came across a report from Chase Manhattan Bank….of the top 10 disruptive investment sectors, over the next decade,” he says. “At the very top of the list was food.”

Bart Womack founded Eden Grow Systems in 2017. Photo courtesy

His conclusions on the fragility of the world’s food supply system, due to overpopulation, and scarcer land, led him to launch Eden in 2017, funded by venture capital firm SpaceFund, Womack, his family, friends and angel investors.

Womack believes “black swan” events will only increase, disrupting the food supply system and further jeopardizing food supplies.

“We’re going to enter a period of hyper novelty in history,” Womack says.. "The system we’ve built for the last 100 years, the super optimized system, is going to begin to break apart."

To avert a centralized food production outcome, operated by corporate giants like Amazon or Walmart, Womack’s vision offers a decentralized alternative, leaving it in local hands.

With $2 million put into the company so far and a half million-dollars in sales last year, Womack argues that Eden has achieved much and can make food independence within reach for everyday families.

The company commercialized NASA technology to fill what it viewed as “a huge gap within the controlled…agricultural space.”

The tower is the building block of a modular, automated and vertical indoor plant growth system, with calibrated misting, fans, and LED lighting, controlled by an app.

The company website touts the towers as an easy way to grow plants like lettuce, carrots, tomatoes, and potatoes, with little water, no soil, and lots of air, without the expense and work of cultivating an earth-based garden.

For those who want to eat more than greens, the towers provide a way to breed fish and shrimp in an aquaponic version, recycling fish waste as plant fertilizer.

However, big plans come with big costs. The towers range in price from $5,000 to $7,000, although payment plans for those who qualify make it affordable.

Eden has sold around 100 of their towers so far, to a variety of customers. But rising costs and shipping delays have led to a a three-month backlog.

The manufacturing and shipping associated with larger installations means that even if the company made a million-dollar sale, delivery of the product would take a year.

“One of the hardest things…as a start-up, the last couple of years, is trying to narrow down exactly where the biggest payback is,” Womack says. “There is the lower hanging fruit, of small sales to individual buyers, but there’s the larger fruit of institutional buyers. But they can take months and years to convert into an actual buyer.”

Customers include several universities, including Texas A&M University and Prairie View A&M University, and talks are underway with other large academic institutions.

For now, attracting investors so the company can reach its funding goal poses the biggest challenge.

“Texas investors are very, very hard-nosed, and they’re not like West Coast investors. They want to understand exactly how they’re going to get their money back, and exactly how quickly,” he says.

Womack says the crowdfunding round would allow the company to expand manufacturing operations into Houston, deliver product faster, and invest in advertising.

“When we complete this round, and become completely self sufficient, we’re planning on moving to a $25 million valuation,” Womack says. “We can show, given money, we can scale the company.”

The city of Nassau Bay, next to NASA’s Johnson Space Center, has purchased towers and plans to purchase more, not for the production of food, but to grow ornamental flowers.

Womack says that city officials there found that it’s cheaper to grow the decorative plants themselves, rather than buying them.

The towers are adaptable, and can grow not only food but cannabis and other plants, and if buyers want to use them other purposes, that adds to the product’s appeal, Womack says.

Eden has also sold some towers to Harris County Precinct 2 and the city of Houston, as part of a project he says will turn food deserts throughout the area into “food prosperity zones.”

“Our goal is to be the farming equivalent of Boeing,” Womack says.

Teamwork makes the dream work, and this new investor alliance hopes to make Houston startups' dreams of seed funding come true. Getty Images

Investors join forces for citywide alliance to increase access to early-stage capital

Teamwork makes the dream work

Securing funding for your startup is now a one-stop shopping experience. Over 200 accredited investors have teamed up to create the Houston Investment Network Alliance — a platform that promotes investment opportunities and mentorship for early-stage companies.

HINA is a collaboration where participating investors can partner up to co-invest in startups, co-host investor events, and share opportunities.

Behind the alliance are four Houston investment entities: the Houston Angel Network, Rice Angel Network, GOOSE Society of Texas, and Cannon Ventures.

"HAN and the Goose Society have invested over $150M in early stage companies over the last decade. The appetite for startup investing continues to be alive and strong in Houston," says Stephanie Campbell, HAN managing director, in a release. "The birth of new groups like RAN and Cannon Ventures demonstrates a new and growing appetite for investment."

Each of the organizations have connections to Rice University and previously worked together on a sports technology-focused pitch night hosted at The Cannon, a West Houston coworking space lead by CEO and founder, Lawson Gow. Gow is the son of David Gow, owner of InnovationMap's parent company Gow Media.

The Cannon launched its own fund, Cannon Ventures, about seven months ago. It has four startup partners: SEATz, Win-Win, Data Gumbo, and SeeHerWork. Each Cannon Ventures startup partner will received anywhere between $100,000 to $400,000 of seed funding as well as access to space in The Cannon and its accelerator opportunities, Gow says.

Cannon Ventures has already also collaborated with the other HINA organizations. The Rice Angel Network is even based out The Cannon.

"We're increasingly co-investing with other angel networks," Gow says, "because it's hard to start a company and raise money, so the more we can do that to help Houston startups get the money they need."

According to Gow, Houston's thriving startup scene and deep pockets is a perfect opportunity for HINA.

"One of the great things about Houston is we've got a lot of money here," he says. "One of the most transformative things we can do for the startup community is get a lot of high-net worth individuals is get them off the bench and onto the field and activate them as regular angel investors into Houston-based startups. That's a really important goal of Cannon Ventures is to grow our membership base and get ore people involved."

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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.”