Houston student startup competition doles out record-breaking more than $3M in prizes

show me the money

Seventeen of the RBPC student teams walked away with investment prizes this year. Photo courtesy of Rice

Over the weekend, Houston hosted what is known as the world’s largest and richest intercollegiate student startup competition, and a Texas team took the overall win and over $3 million in investment prizes were given out at the annual banquet.

The 2023 Rice Business Plan Competition was held May 11-13 and included mentoring, pitching, and networking for the 42 student teams with over 350 judges before culminating in over 80 prizes being announced. The $3.4 million in investment and in-kind prizes marks the largest yet for the 23-year-old competition.

"Judges told us that the quality of the startups at this year’s competition was the best ever,” says Catherine Santamaria, director of the RBPC, in the news release. “One judge went so far as to say that every startup this year was worthy of investment.”

Over 450 startups applied to the competition, and the 42 startups selected hailed from 35 universities from five countries. There were five categories: energy, clean tech and sustainability; life sciences and health care solutions; consumer products and services; hard tech; and digital enterprise. Based on the judges scores, seven startups reached the finals, and this year, three Texas teams made the finals, with two being from Rice University.

All 42 companies were eligible for investment or in-kind prizes, and, even though $1.75 million in prizes was expected to be awarded, some of this year's investors doubled — or even tripled — down on investment awards. While the finalists walked away with various in-kind prizes too, here's a round up of the investment prizes each startup won at the awards.

Zaymo, Brigham Young University — $885,000

Zaymo, a tool for e-commerce brands that embeds the shopping experience within customers’ email, won the most amount of money at the awards ceremony. The company won third place and a $50,000 Investment Prize sponsored by David Anderson, Jon Finger, Anderson Family Fund, Finger Interests, Greg Novak and Tracy Druce. Zaymo also won the following awards:

  • $200,000 OWL Investment Prize
  • $100,000 Houston Angel Network Investment Prize
  • $500,000 Softeq Venture Fund Prize
  • $15,000 Eagle Investors Prize
  • $20,000 Novak Druce Carroll Investment Prize

Boston Quantum, Massachusetts Institute of Technology — $455,000

Boston Quantum, which is using enterprise quantum computing software to disrupt the financial industry, won the second-most amount of investment prizes and sixth place in the competition.

  • $5,000 Chevron Technology Ventures Sixth-Place Cash Prize
  • $300,000 OWL Investment Prize
  • $125,000 Softeq Venture Fund Prize
  • $25,000 Urban Capital Network Diversity Investment Prize in partnership with South Loop Ventures

FluxWorks, Texas A&M University — $350,000

Based on the judges scores, the big winner was FluxWorks, a Texas company that's technology includes magnetic gears that are four times quieter than standard with 99 percent efficiency and can offer unprecedented reliability from outer space to under the sea and even inside the human body. The company won the $350,000 GOOSE Capital Investment Grand Prize.

Skali, Northwestern University — $300,000

Skali, which didn't make it into the prestigious finalist positions, still walked away with $300,000 courtesy of the Softeq Venture Fund Prize. Skali's technology aims to better equip flights with medical emergency assistance.

TierraClimate, Rice University — $280,000

TierraClimate, a marketplace for selling verified carbon offsets to corporate buyers, won fourth place and the Norton Rose Fulbright $5,000 Prize. The company also won a $200,000 Softeq Venture Fund Prize and the $75,000 OWL Investment Prize.

AirSeal, Washington University in St. Louis — $250,000

Another non-finalist that still scored big was AirSeal, a company that's created a simple blood test for cardiovascular diagnostics. The startup secured the $250,000 TMC Innovation Healthcare Investment Prize.

Sygne Solutions, Rice University — $200,000

Sygne Solutions, a startup on a mission of eliminating a group of chemicals known as PFAS in water through its patent-pending technology, won second place and the $100,000 Investment Prize, sponsored by David Anderson, Jon Finger, Anderson Family Fund, Finger Interests, Greg Novak and Tracy Druce. The company also received the $100,000 TiE Houston Angels Investment Prize.

BlueVerse, Texas Tech University — $145,000

BlueVerse, a startup with tech to merge social media with reviews and rewards for small businesses, didn't make the finals but walked away with on of the $125,000 Softeq Venture Fund Prizes and the $20,000 Novak Druce Carroll Investment Prize.

Atma Leather, Yale University —$130,000

Atma Leather, a material innovation company that's created plant-based leather from banana stems and other crop waste, came in fifth place and secured the $5,000 EY Fifth-Place Cash Prize. The startup also won:

  • $75,000 OWL Investment Prizes
  • $50,000 nCourage Investment Group’s Courageous Women Entrepreneurs Investment Prize

MyLÚA Health, Cornell University — $30,000

MyLÚA Health's AI technology supports the maternal health industry. The company won the $30,000 Pearland Economic Development Corporation Spirit of Entrepreneurship Prize.

Active Surfaces, Massachusetts Institute of Technology — $25,000

With its flexible and lightweight solar panel technology, Active Surfaces scored the $25,000 New Climate Ventures Sustainability Investment Prize.

Integrated Molecular Innovations, Michigan Technological University — $25,000

Integrated Molecular Innovations, which created a wearable device that can monitor hormone levels, won the $25,000 Southwest National Pediatric Device Consortium Prize.

MiraHeart, Johns Hopkins University — $25,000

MiraHeart, which created a non-invasive way of monitoring child heart conditions, also won the $25,000 Southwest National Pediatric Device Consortium Prize.

Biome Future, University of Florida — $20,000

Biome Future, which creates ocean-safe chemicals via microbes in corals, won one of the $20,000 Novak Druce Carroll Investment Prizes.

Citrimer, University of Michigan — $10,000

A sustainable materials company, Citrimer won the $10,000 NABACO RBPC Alumni Network Prize.

Thryft Ship, University of Georgia — $10,000

Thryft Ship, which streamlines the shipping process for social media sellers, won a $10,000 nCourage Investment Group’s Courageous Women Entrepreneurs Investment Prize.

Pathways, Harvard University  — $5,000

Pathways, which is developing a full-stack sustainability platform for the construction industry, won $5,000 Shell Ventures Seventh-Place Cash Prize.

In addition to these investment prizes, the startups have the chance to score in-kind prizes. This year, that included:

  • $6,667 Baker Botts Legal Services In-Kind Prize to FluxWorks, Texas A&M University
  • $6,667 Baker Botts Legal Services In-Kind Prize to Sygne Solutions, Rice University
  • $6,667 Baker Botts Legal Services In-Kind PrizeFluxWorks to Zaymo, Brigham Young University
  • $10,000 New York Technology Capital CFO Consulting In-Kind to FluxWorks, Texas A&M University
  • EFN Mentoring Services to all startup competitors
  • Amazon Web Services to all startup competitors
  • Stage 2 Competition Entry to Sygne Solutions, Rice University
All 42 of the RBPC companies wins at least $950. In each of the three semi-final rounds, third place wins $2,000, fourth place wins $1,750, and fifth place wins $1,500. The wild card round, which acts as a second-chance competition for the companies that didn't originally make it to the finals, advances the wild card winner into the finals and also awards second place $1,000, third place $975, fourth place $950, and fifth place $950.
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Rice University MBA programs rank among top 5 in prestigious annual report

top of class

Rice University’s Jones Graduate School of Business MBA programs have been ranked among the top five in the country again in The Princeton Review’s 2025 Best Business Schools rankings.

The university's MBA program in finance earned a No. 3 ranking, climbing up two spots from its 2024 ranking. Finance MBA programs at the University of Virginia's Darden Graduate School of Business and New York University's Leonard N. Stern School of Business were the only ones to outrank Rice, claiming No. 2 and No. 1 spots, respectively.

Rice's online MBA program was ranked No. 5, compared to No. 4 last year. Indiana University's Bloomington Kelley School of Business' online program claimed the top spot.

“These rankings reflect the commitment of our faculty and staff, the drive and talent of our students and the strong support of our alumni and partners,” Peter Rodriguez, dean of Rice Business, said in a news release. “They are exceptional honors but also reminders — not just of our top-tier programs and world-class faculty and students but of our broader impact on the future of business education.”

Rice also ranked at No. 6 for “greatest resources for minority students."

The Princeton Review’s 2025 business school rankings are based on data from surveys of administrators at 244 business schools as well as surveys of 22,800 students enrolled in the schools’ MBA programs during the previous three academic years.

"The schools that made our lists for 2025 share four characteristics that inform our criteria for designating them as 'best': excellent academics, robust experiential learning components, outstanding career services, and positive feedback about them from enrolled students we surveyed," Rob Franek, The Princeton Review's editor-in-chief, said in a press release. "No b-school is best overall or best for all students, but to all students considering earning an MBA, we highly recommend these b-schools and salute them for their impressive programs."

Rice's finance program has ranked in the top 10 for eight consecutive years, and its online MBA has ranked in the top five for four years.

Rice and the University of Houston also claimed top marks on the Princeton Review's entrepreneurship rankings. Rice ranks as No. 1 on the Top 50 Entrepreneurship: Grad list, and the University of Houston ranked No. 1 on Top 50 Entrepreneurship: Ugrad. Read more here.

Houston named ‘star’ metro for artificial intelligence in new report

eyes on AI

A new report declares Houston one of the country’s 28 “star” hubs for artificial intelligence.

The Houston metro area appears at No. 16 in the Brookings Institution’s ranking of metros that are AI “stars.” The metro areas earned star status based on data from three AI buckets: talent, innovation and adoption. Only two places, the San Francisco Bay Area and Silicon Valley, made Brookings’ “superstar” list.

According to Brookings, the Houston area had 11,369 job postings in 2024 that sought candidates with AI skills, 210 AI startups (based on Crunchbase data from 2014 to 2024), and 113 venture capital deals for AI startups (based on PitchBook data from 2023 to 2024).

A number of developments are boosting Houston’s AI profile, such as:

Brookings also named Texas’s three other major metros as AI stars:

  • No. 11 Austin
  • No. 13 Dallas-Fort Worth
  • No. 40 San Antonio

Brookings said star metros like Houston “are bridging the gap” between the two superstar regions and the rest of the country. In 2025, the 28 star metros made up 46 percent of the country’s metro-area employment but 54 percent of AI job postings. Across the 28 metros, the number of AI job postings soared 139 percent between 2018 and 2025, according to Brookings.

Around the country, dozens of metros fell into three other categories on Brookings’ AI list: “emerging centers” (14 metros), “focused movers” (29 metros) and “nascent adopters” (79 metros).

Forecasting retail sales just got smarter, thanks to Google searches

houston voices

Imagine being able to predict the future of retail sales — not with months-old economic reports, but with real-time digital breadcrumbs left behind by consumers. Thanks to new research from K. Ramesh (Rice Business) and Gary Lind (University of Pittsburgh), that future is already here.

Key findings

  • Search trends predict future retail revenue — up to three quarters ahead.
  • Markets don’t fully price in search-based insights, especially before earnings announcements.
  • Trading strategies using search data outperform traditional asset-pricing models by 2–3%.
  • Analysts often underuse this data, resulting in predictable forecast errors.
  • At the macro level, search trends closely track — and often lead — official retail sales and GDP.

Their study shows that Google search trends are powerful predictors of consumer demand, capable of forecasting U.S. retail sales up to three quarters in advance. The implications span industries and audiences — from Wall Street traders to Main Street retailers, and from data-driven CFOs to curious business students.

A smarter, faster crystal ball for retail demand

Retail sales drive nearly 70% of U.S. gross domestic product (GDP), making them one of the most important indicators of economic health. Yet traditional forecasting relies heavily on backward-looking data and broad economic indicators. Ramesh and Lind’s work offers a leap forward: search data from Google Trends — publicly available and easy to use — can offer a faster, more precise signal of where sales are headed.

“If you want to understand consumer demand,” says Ramesh, the Herbert S. Autrey Professor of Accounting at Rice Business, “look at what people are searching for — not just what companies report after the fact. These digital footprints can tell us where revenue is going, often before the market catches up.”

This low-cost approach stands in stark contrast to expensive alternatives, such as satellite images of parking lots, in-store foot traffic from mobile data, or retail scanner feeds — tools often reserved for hedge funds and large institutional investors. Google Trends offers a scalable, accessible option for anyone seeking insight into consumer behavior.

Why this matters for investors and analysts

The researchers analyzed search patterns for nearly 200 publicly traded U.S. retail companies between 2004 and 2019. They found that firms with rising search volumes tend to report higher revenues — often well before analysts or investors react.

In fact, investment strategies built around these trends earned 2–3% higher returns than traditional models would predict. And most of these gains were concentrated around earnings announcements — a sign that markets were slow to recognize what search data had already revealed.

The advantage is even more striking for companies that fly under Wall Street’s radar. For firms with limited analyst coverage, the predictive power of search data on stock performance was more than 80% stronger.

A new tool for analysts — if they’ll use it

Despite the clear signal in the data, the study finds that analysts routinely fail to incorporate search-based insights into their forecasts. That gap translates into missed revenue predictions and market inefficiencies — which sophisticated investors can exploit.

“The search data are out there,” says Lind, a Rice Business Ph.D. ’19 graduate now on faculty at Pitt Business. “They’re public, powerful, and free. Analysts who ignore them are missing an opportunity.”

The impact of this research extends well beyond equity markets. By aggregating Google search data across the retail sector, the authors found strong alignment with U.S. Census retail sales figures and GDP trends. In other words, these digital signals reflect not just firm-level interest, but macroeconomic momentum.

A data wake-up call

This makes search trends a potentially valuable early-warning system for policymakers, central banks, and anyone responsible for interpreting the economic landscape. During volatile or uncertain periods, such tools could offer precious foresight into shifting consumer behavior.

In a digital era where consumers research before they shop — whether online or in-store — it’s no surprise that their Google queries leave valuable clues. What’s surprising is how often businesses, investors, and even economists still overlook them, Ramesh says. “Search data is a goldmine. And it's just sitting there, waiting to be used.”

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This article originally appeared on Rice Business Wisdom.

Lind and Ramesh, “Using Internet Search Data to Predict Aggregate Retail Sales and Enhance Firm-Level Revenue Expectations,” Contemporary Accounting Research (April 2025): 1-32. https://doi.org/10.1111/1911-3846.13043.

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