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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Report: Houston's VC trends so far in 2024 and what to watch for the rest of the year

by the numbers

Houston-based geothermal company Fervo Energy accounted for more than half of the venture capital raised by Houston-area startups in the first quarter of 2024.

The region’s VC haul in the first quarter totaled $462.4 million, according to the PitchBook-NCVA Venture Monitor. That’s up from $290.4 million during the same period in 2023 and from $285.8 million in the fourth quarter of last year. Click here to see the Q1 rounds as reported by InnovationMap.

Fervo’s latest funding round, announced in February, represented $244 million (52 percent) of the region’s VC total for the first quarter of 2024.

A report released in March by PitchBook indicated that VC funding last year for geothermal power reached $431 million across 21 deals. As of late February 25 — four days ahead of the Fervo announcement — $165.5 million in VC funding had been pumped into the geothermal sector this year, according to PitchBook.

“The recent VC deal activity with the geothermal power sector underscores a vibrant and evolving market, but still one that garners far less VC than other renewables,” says the report.

In all, Houston-area startups made 38 VC deals in this year’s first quarter, the PitchBook-NVCA Venture Monitor says. That’s down from 42 in the fourth quarter of 2023 and 43 in the first quarter of 2023. Nationwide, the deal count fell sharply in the first quarter of 2024 vs. the first and fourth quarters of last year.

The PitchBook-NVCA Venture Monitor report shows that nationwide, the $36.6 billion in VC investments recorded during the first quarter of 2024 “remained relatively on pace with the past year.”

“However, it would be a mistake to hyperfocus on the results of a single quarter whose results were a bit farther left on the bell curve than usual. The venture capital … business cycle effectively reset in recent years, and as of early 2024, it still appears to be searching for its level,” says the report.

“It is too early to tell where 2024 is going, but the game is on, and America’s VCs are ready for it,” the report adds. “In 2022, our world changed; in 2023, we accepted it was not changing back; and in 2024, we are building what is next.”

In a bit of good news for the Houston area, the report cites cleantech/energy as one of two sectors that venture capitalists should not overlook. The other sector: cybersecurity.

But in a bit of not-so-good news for the region, the report notes a slowdown in VC deals in the healthcare sector over the past two years in the wake of “pandemic-fueled capital exuberance.”

“Yet the healthcare sector differentiates itself from the rest of the market by demonstrating many unmet needs that could have a profound impact on society, particularly around disease diagnosis and treatment,” the report goes on to say. “On top of the immense opportunity set for disruption within healthcare, investor enthusiasm around AI adoption in drug development further speaks to the demand for better solutions in biotech through groundbreaking innovations.”

Rice, UH name student startup cohorts to annual summer accelerator

ready to grow

For the 11th year, Rice University and the University of Houston have teamed up to present their summer student accelerator programs.

UH's RED Labs and Rice's OwlSpark will be hosted at the Ion over 11 weeks of programming, networking, and training as each of the 18 participating companies are introduced to Houston's innovation ecosystem.

“The collaboration the University of Houston has with Rice University gives founders in RED Labs and OwlSpark a unique opportunity to grow along their peers in the larger Houston community and really exemplifies the spirit of collaboration that the Houston business ecosystem is known for,” Managing Director of RED Labs Liana Gonzalez-Schulenberg says in a news release. “It never fails to surprise me at the end of the summer the relationships built, the support systems created and collaborations produced across our universities. By working together, we empower the next generation of entrepreneurs to work together as they turn their visions into reality and drive positive change in the community.”

The programs conclude with the Bayou Startup Showcase on August 1, an event that's open to the public. Those interested can sign up online for more information.

“We’re celebrating more than just an 11-year partnership; we’re recognizing a dynamic alliance that has been instrumental in fostering entrepreneurship and propelling Houston to the forefront of innovation,” Managing Director of OwlSpark Jessica Fleenor adds. “This partnership exemplifies our dedication to cultivating a thriving environment where entrepreneurs can connect, grow and succeed surrounded by unparalleled resources and support. We are incredibly excited to see these new ventures grow as they join our growing network and are thrilled to host our cohorts at the Ion, positioning us at the core of our city’s vibrant innovation landscape.”

Here are the companies selected for each of the two programs, as outlined in the news release:

University of Houston RED Labs Class 12

  • Root Planters develops smart indoor plant care devices designed to prevent plant death by providing automatic watering, tailored for busy individuals and gardeners looking to maintain plant health with minimal effort.
  • Burb Groceries is an online grocery retailer for people with chronic health conditions.
  • That Dude’s Bakehouse offers premium, half-pound cookies, combining choice ingredients and craftsmanship with the mission of being the best part of somebody’s day
  • Mulligan Bandit aims to redefine golf fashion, offering affordable yet high-quality clothing that seamlessly transitions from the fairway to the streets, reflecting personal style while ensuring durability and comfort.
  • Surreal Vision offers immersive mixed reality solutions that provide dynamic visualization experiences to enhance design collaboration and client presentations.
  • Agave Catering is a catering company focused on providing high-quality, gourmet boxed lunches for professionals on the go.
  • Digitally Marie is a purposeful creative agency dedicated to reducing the opportunity gap for female entrepreneurs. Through our heart-driven approach, we elevate content production embodying their brand perception with unapologetic authenticity.
  • Unison is a personal contact relationship management tool that alleviates the risk of data loss and helps to build more meaningful professional and personal relationships.
  • Brain-eNet is a platform that provides hardware and software tools to enable the development of brain-controlled Internet of Things applications.
  • Pasha Blend Collection specializes in creating modern skincare products that embodies purity, authenticity and inclusivity.
  • Arresting Motion is a brand strategy design consultancy and marketing agency that transforms Houston’s top real estate firms into the brands they deserve.
  • CalliDanna is a consulting company that coaches girls 12 to 18 to help improve their lives professionally and personally.

Rice University OwlSpark Class 12

  • EcoFleet Solutions offers rechargeable electric power units for semitrucks, powering air conditioning and cabin functions during stops without engine idling, cutting fuel costs, maintenance and emissions.
  • Houston Community Print Shop offers printmaking classes and equipment access, focusing on community building and supporting underserved areas.
  • KOQ Agency curates and organizes global tours and live entertainment opportunities for queer and ally artists in drag, music and entertainment.
  • Euvivo Diagnostics is developing a direct-to-consumer test that analyzes cell aging by examining mitochondrial performance and new aging markers, tailored for individuals with mitochondrial disorders.
  • Hair Hub provides a compilation of styling tutorials, educational content, planning tools and a comprehensive database of products tailored for Black hair to provide resources for users to perform cost-efficient DIY haircare.
  • xMAD.ai is a compression-as-a-service platform that democratizes access to LLMs (Large Language Models) by making them faster, more private, cost-effective and accessible to businesses of all sizes.

Houston dazzles as most diverse large city in U.S., report says

we're No. 1

Living in a multicultural city comes with many benefits. Diverse communities bring new perspectives, greater versatility, and economic boosts, to name a few. And according to a new study by WalletHub, Houston is among the most diverse places in the nation.

Houston is getting some time in the spotlight in WalletHub's annual ranking of the "Most Diverse Cities in the U.S. (2024)," maintaining its position as the No. 1 most diverse large city in America, and the No. 4 overall most diverse. The report compared 501 U.S. cities across 13 metrics in five categories that encompass "diversity" across socioeconomic, cultural, economic, household, and religious factors.

Space City earned 72.37 out of a total 100 possible points, following behind Gaithersburg, Maryland (No. 1), Silver Spring, Maryland (No. 2), and Germantown, Maryland (No. 3). Arlington, Texas rounded out the top five. Houston is still holding strong as the most diverse large U.S. city after first taking the crown in WalletHub's 2021 report.

The city performed the best in two overall major categories for socioeconomic and cultural diversity, earning a respective rank of No. 27 and No. 31 out of all 501 cities in the study. Houston's religious diversity earned it No. 54, while it fell behind when it came to household and economic diversity, earning No. 112 and No. 156.

More specifically, Houston performed the best in the rankings for its linguistic diversity (No. 25), industry diversity (No. 28), and educational-attainment diversity (No. 29). But the city fell the farthest behind in the rankings for age diversity (No. 310) and worker-class diversity (No. 340).

Here's how Houston performed within the study's remaining categories out of all 501 cities:

  • 45th – Racial and ethnic diversity
  • 119th – Household-type diversity
  • 179th – Household-size diversity
  • 206th – Occupational diversity
  • 226th – Income diversity
  • 246th – Marital-status diversity
  • 249th – Birthplace diversity

"The most diverse cities demonstrate diversity in many dimensions – not just in race and gender but also everything from residents’ languages and birthplaces to their job types and household sizes," said WalletHub analyst Cassandra Happe in the report. "These cities blend together a multitude of different perspectives, helping people to better understand the world around them and become more empathetic. This exchange of ideas also tends to increase the economic success of diverse cities."

Besides Houston and Arlington, the only other Texas city to earn a place among the top 10 most diverse cities in the U.S. was Dallas, which ranked No. 8.

Other Texas cities that earned spots in the report include Fort Worth (No. 22), Austin (No. 70), Plano (No. 83), San Antonio (No. 87), Corpus Christi (No. 125), El Paso (No. 253), and Laredo (No. 468).

The full report can be found on wallethub.com.

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This article originally ran on CultureMap.