Mobile ordering rolls out at resort, Houston VC's latest investment, and more local innovation news

short stories

Here's your latest roundup of Houston startup and innovation news you may have missed. Photo via Getty Images

We're on the other side of the hill that is Houston's summer, but the Bayou City's still hot — especially in terms of innovation news, and there might be some headlines you may have missed.

In this roundup of short stories within Houston startups and tech, a Houston venture capital fund has made its latest investment, Houston startups share big updates, and more.

Rivalry Technology rolls out mobile ordering at hot summer spot

You can now order poolside at this Houston-area resort. Image courtesy of Rivalry Tech

Lounging at Margaritaville Lake Resort at Lake Conroe was just made easier by Rivalry Tech, a Houston-based mobile ordering platform company. Rivalry Tech upgraded poolside ordering with its myEATz. According to a news release, customers can now order food and drinks from the 5 o’Clock Somewhere Bar and Lone Palm Bar via a custom QR code system for each lounge chair and table to increase operational efficiency for the Margaritaville Lake Resort staff.

“We wanted to be sure the rollout of the myEATz mobile ordering platform was helpful to the Margaritaville staff, not a hindrance to their existing process. We created custom QR codes and a color coded map to easily identify where the mobile orders are going,” says Charles Willis, COO of Rivalry Tech, in the release.

Rivalry, which provides mobile ordering at numerous sports stadiums and venues with sEATz, expanded into hospitality this year.

“The Rivalry Tech team helped us to seamlessly implement mobile ordering at Margaritaville Lake Resort. They created the marketing materials, established custom QR codes, uploaded mentors and trained our staff onsite. The whole process has been easy and collaborative,” says Amit Sen, director food and beverage for Margaritaville Lake Resort, in the release.

Mercury Fund invests in ReturnLogic's latest round

Mercury has led the latest fundraising round from a SaaS company. Image via Getty Images

Houston-based venture capital firm Mercury led Phillidelphia-based SaaS company ReturnLogic's $8.5 million series A funding round, which also had participation from Revolution’s Rise of the Rest Fund, White Rose Ventures, and Ben Franklin Technology Partners. The fresh funding will help the company double its workforce, accelerate product development, and expand Application Programming Interface capabilities, according to a news release.

Founded by CEO Peter Sobotta, Return Logic's SaaS platform, which can be plugged into existing e-commerce platforms, helps to enhance management of returns and prevent the challenging financial impacts of returns.

“While retailers have largely mastered forward logistics to get products into customers hands, the returns process remains an under-addressed, resource-draining problem that eats away at brands’ profits,” says Blair Garrou, managing director of Mercury, in a news release. “ReturnLogic is something entirely new to this market and uniquely built on Peter Sobotta’s deep operational experience in reverse logistics and supply chain management.

"While serving in the U.S. Navy, Peter specialized in reverse logistics and gained extensive expertise in ecommerce operations," Garrou continues. "With Peter at the helm, ReturnLogic’s innovative API-first returns solution is well-positioned to tackle the ever-growing operational returns problem facing retailers. We are excited to partner with Peter and his team as they continue to solve this massive problem for online retailers.”

Fluence Analytics named a top advanced manufacturing startup

Fluence Analytics was selected as one of 50 startups recognized. Graphic courtesy

Fluence Analytics, an analytics and process control solutions platform for the polymer and biopharmaceutical industries, was named as a Top 50 global advanced manufacturing startup by CB Insights. The Inaugural list breaks down 16 different cohorts, narrowed down from more than 6,000 companies who either submitted an application or were nominated. Fluence Analytics was one of three companies featured in the R&D Optimization category.

"Our team is very excited that our real-time process analytics, optimization and control products for the polymer and biopharma industries are included among such elite startups," says Jay Manouchehri, CEO of Fluence Analytics, in a statement to InnovationMap. "We wish to thank CB Insights for including Fluence Analytics in its inaugural list of the Top 50 global advanced manufacturing startups, as well as our customers and investors for supporting the development and roll-out of our transformative technology solutions."

Fluence Analytics moved to the Houston area from New Orleans last year. The company's tech platform allows for optimization and control products to polymer and biopharmaceutical customers worldwide.

HTX Labs secures $1.7M contract to expand within United States Air Force

HTX Labs' EMPACT product will be further developed to support the Air Force. Image courtesy of HTX Labs

HTX Labs, a Houston-based company that designs extended reality training for military and business purposes, that it has been awarded a $1.7 million Small Business Innovation Research Phase II Tactical Funding Increase with the US Air Force to enhance and operationalize to its product, EMPACT Immersive Learning Platform, in support of training modernization.

“We are very thankful to AFWERX and AFDT for this great opportunity to play an increasingly important role in helping the USAF accelerate training modernization," says Chris Verret, president HTX Labs, in a news release. "This TACFI award shows continued confidence in HTX Labs, with a strong commitment to accelerate usage and adoption of EMPACT.”

HTX Labs will leverage this contract to expand EMPACT's ability to rapidly create and distribute interactive, immersive training, collaborating closely with Advanced Force Development Technologies, per the release.

OpenStax to publish free edition of updated science textbook

OpenStax is growing its access to free online textbooks. Image via openstax.org

OpenStax, a tech initiative from Rice University that uploads free learning resources, has announced it will publish the 10th edition of an organic chemistry textbook by Cornell University professor emeritus John McMurry.

“This is a watershed moment for OpenStax and the open educational resources (OER) movement,” says Richard Baraniuk, founder and director of OpenStax, in a news release. “This publication will quickly provide a free, openly licensed, high-quality resource to hundreds of thousands of students in the U.S. taking organic chemistry, removing what can be a considerable cost and access barrier.”

Usually a big expense for organic chemistry students, McMurry, with the support of publisher Cengage, made the decision to offer the latest edition online as a tribute to his son, Peter McMurry, who died in 2019 after a long struggle with cystic fibrosis.

“If Peter were still alive, I have no doubt that he would want me to work on this 10th edition with a publisher that made the book free to students,” McMurry says in the release. “To make this possible, I am not receiving any payment for this book, and generous supporters have covered not only the production costs but have also made a donation of $500,000 to the Cystic Fibrosis Foundation to help find a cure for this terrible disease.”

Contributing to Texas’ better showing on this year's ranking is an increase in female-focused VC investments. Photo via Getty Images

Texas named No. 2 state for women-led startups thanks to increased VC investment

who runs the world?

A more than 120 percent surge in female-focused venture capital investments helped push up Texas’ ranking in an annual study of the best states for women-led startups.

In Merchant Maverick’s 2021 report on the best states for women-led startups, Texas lands at No. 2, up from No. 6 the previous year. Colorado retains its No. 1 ranking from last year. Merchant Maverick judged each state based on several gender-specific metrics, such as VC funding.

Contributing to Texas’ better showing this year is the increase in female-focused VC investments. Merchant Maverick says the state’s five-year total for female-focused VC investments grew from the $365 million reflected in the 2020 report to $814 million in this year’s report. That’s a jump of 123 percent.

The $814 million total puts Texas in fourth place among the states in terms of female-focused VC investments over a five-year span. California leads this category ($6.7 billion), followed by New York ($4.7 billion), and Massachusetts ($1 billion).

The Lone Star State “has cultivated a business-friendly reputation that appears to be attracting a high volume of women-led organizations and startups,” says Merchant Maverick, a product comparison website for small businesses.

The state doesn’t do as well when it comes to average income, according to Merchant Maverick, but with no state income tax, women business owners can expect an average $62,945 yearly income to go further in Texas than it would in most other states.

Across the country, Merchant Maverick says that thanks to rising startup hubs like Houston, Miami, Phoenix, and Boulder, Colorado, “more funding opportunities are available to female entrepreneurs than ever before.”

Here are some of the Texas statistics cited in this year’s report:

  • 27 percent of businesses with employees are led by women, putting Texas at No. 13 among the states.
  • At 1.55 percent, Texas sits at No. 22 for the share of women business owners.
  • Texas ranks 19th for the average yearly income of women business owners ($62,945).
Ad Placement 300x100
Ad Placement 300x600

CultureMap Emails are Awesome

Property Showcase

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.”

---

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.

View All Listings