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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Autonomous cab company launches Houston pilot program for wheelchair-accessible rides

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A California company with autonomous cabs has announced a new pilot program in partnership with a provider of wheelchairs and mobility solutions.

Cruise has teamed up with Numotion for a six-month wheelchair-accessible vehicle (WAV) pilot program in Houston, offering free transportation for qualifying Numotion customers, according to the companies. The program will operate in over 90 Houston-area ZIP codes.

“Numotion is excited to partner with Cruise to offer a seamless and convenient solution for wheelchair users in the Houston area. By providing transportation to and from repair appointments, we're alleviating a significant stressor and providing a way for our customers to receive their service and repair faster,” says Mike Swinford, CEO of Numotion, in a news release. “We're constantly striving to innovate and improve the lives of our customers, and this collaboration demonstrates our ongoing commitment to providing beneficial customer experiences."

Cruise entered the Texas market last year, with Houston services launching in October 2023 before the company put all operations on pause following a California crash. This is the first Texas announcement for Cruise since the pause.

"Accessibility is core to our mission at Cruise. This pilot program with Numotion is doing more than providing accessible rides – it’s about empowering people in the community with greater mobility and independence, while also building learnings to better our service in the future," says Craig Glidden, president and chief administrative officer at Cruise about the new pilot.

Looking back: Top 5 most-read Houston sports tech stories of 2024

year in review

Editor's note: As the year comes to a close, InnovationMap is looking back at the year's top stories in Houston innovation. Houston is a city primed for sports tech innovation — with its collection of major sports teams, vibrant population, and tech workforce. Here are five sports tech news stories that stood out to readers this year — be sure to click through to read the full story.

10 sports tech startups named to Houston-based hybrid accelerator

Introducing the 10 startups participating in the Spring 2024 cohort of the DivInc Sports Tech Accelerator, a hybrid program based in the Ion. Photo via DivInc.com

DivInc has named its latest sports tech-focused cohort of its hybrid accelerator that is housed out of the Ion.

The Sports Tech Accelerator has selected the 10 companies — with technology across human performance, fan experience, and more — for its 13th cohort to participate in the 12-week hybrid program this month and through July.

The program receives support from underdog venture team, Women In Sports Tech, The Collectiv, and HTX Sports Tech, with partners Bank of America, J.P. Morgan Chase & Co., Gunderson Dettmer, Brown Advisory, Ion, and Mercury. Continue reading.

High-tech virtual racing experience to rev up in Houston

Houston is getting 16 racing simulators, each equipped with full motion systems and immersive, 180-degree panoramic displays. Photo by Dylan McEwan

Come next year, some high-speed and high-tech race simulators will be added to one of Houston's growing districts.

Velocity - Sim Racing Lounge, described in press materials as Houston’s first premium simulation racing experience, is slated to open in early 2025 at 2110 Edwards St.Velocity will bring sim racing to Houston through 16 racing simulators, each equipped with full motion systems and immersive, 180-degree panoramic displays. The goal is provide customers with a truly authentic, virtual driving experience.

Customers will have the ability to virtually drive sports cars from iconic brands like Porsche and Lamborghini and race on world famous tracks, including the Circuit of the Americas, Laguna Seca, and the Silverstone Circuit. Classic roads, such as California’s Pacific Coast Highway, provide a more leisurely alternative to driving flat out. Continue reading.

Rice University announces partnership with Houston sports tech startup to enhance student athletics

Rice University's athletic programs will be supported by Houston startup BeOne Sports' technology. Photo courtesy of Rice University

Rice University — in an effort to enhance athletics and research-driven innovation — has formed a partnership with a startup founded by its alumni.

BeOne Sports, a sports performance technology company developed a platform for mobile motion-capture AI and advanced data analytics, will integrate its technology within Rice's sports medicine and rehabilitation programs.

“This partnership aligns perfectly with Rice University’s mission to harness innovation for the betterment of our community,” Rice President Reginald DesRoches says in a news release. “By integrating cutting-edge technology from BeOne Sports with our already world-class athletic and academic programs, we are providing our student athletes with the tools they need to excel both on the field and in life. This collaboration is a testament to Rice’s commitment to leading through innovation and offering unparalleled opportunities for our students.” Continue reading.

Diversity-focused sports tech accelerator opens applications to Houston innovators for the first time

Calling all sports tech startups founded by Black or Hispanic innovators. Photo via Getty Images

A global organization has announced it's opening applications to its equity-focused sports tech accelerator to Houston founders for the first time.

Thanks to a collaboration with Impact Hub and Black Ambition, the adidas Community Lab has expanded its footprint and is now accepting applicants from new markets, including Houston, Toronto, Los Angeles, Atlanta, and New York, for its 2024-2025 cohort.

The initiative, which has been running for three years, has a goal of supporting Black and Latino/a/e founders with mentorship, pitch training, event programming, and networking. The eight-month program also has $75,000 in grant funding to dole out to participants as well. Continue reading.

Houston sports tech startup aims to optimize unsold resale ticket market with new platform

Looking to score the best deal on your next game ticket? A new Houston-founded app promises to revolutionize the resale market. Photo via Getty Images

Online platforms have long simplified the process of buying, selling, and trading event tickets. But what happens when your tickets don’t sell or when you’re stuck with costly season tickets you can’t use? You might end up giving them away or leaving them unused, leading to a financial loss either way.

This is the challenge that Houstonian Jerin Varkey is willing to address with Offer Approved, a new platform that empowers sellers and buyers, guaranteeing that no seat goes unused.

The idea took root around two years ago when Varkey, a passionate sports fan and season ticket holder, faced a new challenge. After becoming a parent, he found himself unable to attend every game. Frustrated with traditional resale platforms, he quickly realized that high fees and limited time made it difficult to sell all his tickets, causing him to lose money each time. Continue reading.