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

Amy Gross wants to find you the perfect wine. In fact, she wants it so much, she built her company, VineSleuth, around the concept that technology and machine learning could find the best wine to match individual palates.

VineSleuth'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. Flavor profiles from thousands of wines are incorporated into her database, and none of those are based on the typical wine scores you'll see in magazines or reviews of wines.

"We have a team that tastes and analyzes wines and inputs their findings. Then, we have a team that codes all of that data," she says.

VineSleuth's technology can be easily overlaid on a restaurant, grocery store, or other vendor's existing web platform or app to provide a tailor-made experience for customers.

"Take a grocery store setting for example," says Gross. "A customer logs into the store using their loyalty card, and their past wine purchases come up. Our technology can analyze those and point to different selections in the store's inventory they'll enjoy."

Think of it as using big data and machine learning to deliver big returns for wine drinkers.

Gross has been deliberate and incremental in how she's grown her company, and she just got a major boost: back in September, she won the 2018 Start Here Now competition, a combination business pitch event and incubator aimed at encouraging women entrepreneurs. She took home the $10,000 Silicon Valley Bank Grand Prize, as well as an app-design concept prize to help her improve the app she created, and a media and PR consultation.

"It was such an affirmation," she says. "To have them validate our work and my future plans."

Planting the seed
It was a slow and steady growth for Gross, who started work on VineSleuth in 2011. But her wine journey started before that.

"My now-husband asked me out on a date, and I'd just graduated college," she says. "I wanted to be sophisticated, so I ordered the house chardonnay. Well, after four or five dates, I started paying attention to what I was drinking, and I developed my palate."

She and her husband and friends of theirs enjoyed exploring wine together, and on a trip to Napa in 2009, Gross noticed something. All six of them were drinking the same wines — mostly Cabernet Sauvignons from Oakville — but they had remarkably different reactions to them.

"I thought, wouldn't it be great if there were an app that told me what I wanted, not what was 'good?'" Gross says.

While she wasn't sure then how to create such an app, she knew she needed to build up her wine knowledge. She started learning about wine in earnest and launched a wine blog. That gave her access to wine vendors and wine makers.

And then, several things happened in steps. Her brother-in-law wrote a basic algorithm that would collect taste profiles and other details from wines, but Gross needed something more. A neighbor who was an applied mathematician took that original algorithm and built on it.

"When I felt brave enough to show it, I shared it with the owners of some wineries I'd developed a business relationship with in the Finger Lakes," says Gross. "They loved the idea, and it turns out one of the winemaker's wife was a sensory scientist at Cornell. At every key place along building this business, it's been about relationships."

Still fermenting
Gross did create an app, but she admits it's not quite where she wants it to be, so she'll likely tweak it over the coming year. In the meantime, she's focused on the B2B future of VineSleuth. While she says the technology her team has created is currently being used for wine, she knows it's possible to take it and expand its capabilities to beer, chocolate, spirits and other consumables.

Building the business has been both an adventure and a learning curve for Gross, whose background is in journalism and PR. But even though she doesn't come from the technology or STEM side, she says her journalism work made her a great researcher – which is exactly what she needed to build VineSleuth. She's also a driven and detail-oriented project manager.

"My team once called me the den mother, keeping everyone on track," she laughed. "And in a way, I am. But I'm also watching the future of AI happening in front me and I really love hanging out with the brilliant people on my team. This is a blast."


Amy Gross is also working on a consumer-facing app, called Wine4Me, that helps users keep track of their favorite wines and gives recommendations for new wines. Courtesy of VineSleuth

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6 Houston health tech startups making major advancements right now

meet the finalists

Home to leading hospitals, universities and health-focused incubators, Houston is a breeding ground for innovative medical technology and breakthroughs that can improve outcomes and lead to a better quality of life for patients.

The Health Tech Business category in our 2025 Houston Innovation Awards will honor an innovative startup within the health and medical technology sectors.

Six forward-thinking businesses have been named finalists for the 2025 award. They range from an end-of-life care company to others developing devices and systems for heart monitoring, sleep apnea, hearing loss and more.

Read more about these businesses, their innovative founders, and how they're shaping the future of health care below. Then join us at the Houston Innovation Awards on Nov. 13 at Greentown Labs, when the winner will be unveiled at our live awards ceremony.

Tickets are now on sale for this exclusive event celebrating all things Houston Innovation.

Bairitone Health

Bairitone Health is bringing anatomy imaging for sleep apnea to the home environment. The company's platform maps users' anatomy during natural sleep using a facial patch to determine the root cause of airway obstruction. It then offers effective therapies for each patient. The system is currently in the research and development phase and is being used in clinical trials and studies.

The company was founded in 2022 in the Texas Medical Center's Biodesign program by CEO Meagan Pitcher, CTO Onur Kilic and chief medical officer Britt Cross. It was a member of Activate Houston's inaugural cohort and has participated in numerous accelerators and incubators. It raised a pre-seed round last year of $435,000.

Corveus Medical

Corveus Medical has developed a novel catheter device that allows cardiologists to perform a splanchnic nerve ablation, restoring the pressure balance in patients with moderate heart failure. Its pre-FDA-approved, minimally invasive solution deactivates a nerve that has been demonstrated to be a root cause behind heart failure progression, which allows physicians to treat patients who have traditionally had few options.

The company, formerly known as Caridian Medical, was founded in 2021 by CEO Tyler Melton and CMO Ishan Kamat. It has participated in incubators such as TMC Biodesign, Y Combinator, MedTech Innovator and Fogarty Innovation and was named one of the 10 most promising life science companies at Texas Life Science Forum in 2022. The company says it will move toward validation and verification testing for its device in Q4 of this year.

FibroBiologics

Regenerative medicine company FibroBioligics uses fibroblasts, the body’s most common type of cell, rather than stem cells, to help grow new cells to repair tissue and modulate the immune system. The cell therapies offer treatments for chronic conditions such as degenerative disc disease, multiple sclerosis and non-healing wounds.

The publicly traded company was founded in 2021 by CEO Pete O'Heeron. It opened a new 10,000-square-foot Houston lab earlier this year to scale up research efforts and pave the way for in-house manufacturing. The company says it plans to launch its first clinical trial for diabetic foot ulcers soon, representing the transition of its fibroblast technology to the clinic setting.

Koda Health

Koda Health has developed an advance care planning platform (ACP) that allows users to document and share their care preferences, goals and advance directives for health systems. The web-based platform guides patients through values-based decisions with interactive tools and generates state-specific, legally compliant documents that integrate seamlessly with electronic health record systems. The company also added kidney action planning to its suite of services for patients with serious illnesses last year.

Koda Health was founded out of the TMC's Biodesign Fellowship in 2020 by CEO Tatiana Fofanova, chief medical officer Dr. Desh Mohan, and chief technology officer Katelin Cherry. The company raised a $7 million series A earlier this year, and also announced major partnerships and integrations with Epic, Guidehealth, Medical Home Network, Privia Health and others.

NanoEar

NanoEar has miniaturized hearing aid technology so that it can be implanted across the eardrum, allowing adults with age-related hearing loss to enjoy better sound quality than they would with behind-the-ear hearing aids.

Dr. Ron Moses, an ENT specialist and surgeon at Houston Methodist, developed the technology, and the company was founded in 2016 with CFO Willem Vermaat and COO Michael Moore. The company participated in the TMC Innovation Institute in 2016. It has issued nine U.S. patents and performed successful human cadaver and animal proof-of-concept experiments. Its next step is developing a prototype.

Wellysis USA

Wellysis USA Inc. works to detect heart rhythm disorders with its continuous ECG/EKG monitor with AI reporting. Its S-Patch cardiac monitor is designed for extended testing periods of up to 14 days on a single battery charge. The device weighs only 9 grams, is waterproof and designed to be comfortable to wear, and is considered to have a high detection rate for arrhythmias. It is ideally suited for patient-centric clinical trials to help physicians make diagnoses faster, cheaper and more conveniently.

It was established in Houston in 2023 and participated in the JLABS SFF Program the same year. It closed a $12 million series B last year. It was founded by CEO Young Juhn, CTO Rick Kim, CFO JungSoo Kim and chief strategy officer JoongWoo Kim.

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The Houston Innovation Awards program is sponsored by Houston Community College, Houston Powder Coaters, FLIGHT by Yuengling, and more to be announced soon. For sponsorship opportunities, please contact sales@innovationmap.com.

Houston university is at the top of the class in new college ranking

Top of the Class

Rice University is maintaining its reputation as one of the top colleges in the U.S., according to a new batch of rankings from WalletHub.

Rice topped WalletHub's 2026 lists comparing the best colleges and universities in Texas and the best universities in the South. The private institution also ranked as the 9th best university in the country, three spots lower than its 2024 ranking.

The personal finance website's experts analyzed nearly 800 colleges and universities in the U.S. using 30 key metrics, including factors like student-faculty ratios, graduation rates, campus safety, and many more.

Rice was ranked across seven major categories in the report and scored highly for its faculty resources (No. 10), student educational outcomes (No. 12), student selectivity (No. 16), student career outcomes (No. 26), and campus experience (No. 46).

The only two categories Rice lagged behind in were campus safety (No. 576) and cost and financing (No. 700). U.S. News & World Report says tuition and fees at Rice can add up to more than $65,000 per year for in-state students, with the total cost soaring to nearly $84,000 when factoring in the price for housing, food, books and supplies, transportation, and personal expenses.

In addition to topping WalletHub's rankings, Rice has also claimed top spots in other prestigious lists by U.S. News, Forbes, The Princeton Review, and more. Rice's revered graduate schools – including the MBA program at the Jones Graduate School of Business and Brown School of Engineering and Computing – are also among the best in the country, according to U.S. News and The Princeton Review.

Locally, University of Houston also ranked among the statewide top 10 and ranked as the 268th best university in the U.S. for 2026. In the regional rankings of best universities in the South, UH ranked 52nd on the list

The 10 best colleges and universities in Texas for 2026 are:

  • No. 1 – Rice University, Houston
  • No. 2 – The University of Texas at Austin
  • No. 3 – Trinity University, San Antonio
  • No. 4 – Texas A&M University-College Station
  • No. 5 – Texas Christian University, Fort Worth
  • No. 6 – Austin College, Sherman
  • No. 7 – Southwestern University, Georgetown
  • No. 8 – University of Dallas
  • No. 9 – The University of Texas at Dallas
  • No. 10 – University of Houston
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This article originally appeared on CultureMap.com.

Port Houston reports emissions progress as cargo volumes climb

Greener growth

Port Houston’s initiatives to reduce emissions have shown some positive results, according to new data from the Port of Houston Authority.

Pulling from the Goods Movement Emissions Inventory (GMEI) report, which tracks port-related air emissions, Port Houston cited several improvements compared to the most recent report from 2019.

The port has seen total tonnage and container volumes increase by 16 percent and 28 percent, respectively, since 2019. However, greenhouse gas emissions have increased at a slower rate, growing only by 10 percent during the same time period, according to the data.

Additionally, emissions of nitrogen oxide fell by 7 percent, and emissions of particulate matter fell by 4 percent, despite adding 280 more pieces of cargo handling equipment.

“These results show that our emission-reduction efforts are working, and we are moving in the right direction,” Chairman Ric Campo said in a news release.

The Port Commission also recently approved items related to the $3 million U.S. Environmental Protection Agency Clean Ports Program (CPP) grant, which it received last year. The items will allow the port to work towards five new sustainability initiatives.

They include:

  1. An inventory of the port’s Scopes 1, 2, and 3 for greenhouse gas emissions
  2. A Port Area Climate Action Plan for the area and surrounding communities
  3. A CPP Truck Route Analysis
  4. Creation of the CPP Trucking Industry Collaborative
  5. Design of a customized website for Port of Houston Partners in Maritime Education, which is a non-profit leading maritime workforce development effort in local schools

Port Houston aims to be carbon neutral by 2050.