This Houston company has the key to a more exact searching process when it comes to finding a new home to buy. Courtesy photo

For most consumers, the home buying process includes a very specific online search. People specify their neighborhood requirements, the number of bedrooms or bathrooms, backyard size, and more — yet still, the search results in a staggering amount of homes. It's way more than anyone can reasonably look at.

That's where Martin Kay and Entera Technology, the company he founded and is CEO of, come in. Kay, a 20-year veteran of the tech sector, who's bought multiple homes as rental properties, realized the way to solve the problem of that kind of search engine overload was through machine learning. He now works with some of the largest home-buying companies in the world, helping them find properties that match the specifications they have to attract the clients they want.

"All residential real estate is a consumer product," he says. "Ultimately, the people who are going to live in that home care most about, is it a nice home with a big backyard neat good schools, is it safe? The [home buying] companies are trying to figure out what do the end consumers really care about so we can give them exactly what they need?"

To do so, Entera collects data — lots and lots of it. Kay and his team have taught their software programs what a chef's kitchen is, for example. They did so by compiling tens of thousands of photos of kitchens and telling the software, "This is a kitchen." Then, they taught it to recognize what makes a chef's kitchen — a larger size, more than one sink, high-end appliances. They used the same techniques in identifying things like millennial-friendly neighborhoods or neighborhoods that were up-and-coming on the real estate scene. They draw from listings available with the Houston Association of Realtors and beyond, a vast array of tens of thousands of homes.

Officially launched in 2017, Entera blends its data collection and analysis with on-the-ground service. After Entera's proprietary software collects what it thinks home-buying companies want, members of Entera's service team go out to look at the homes.

"We're a little bit like Netflix," he says. "They go out and get content from everyone, and they begin to watch your behavior. So, Netflix has 2,000 profiles and you probably fit five or six of those. We have almost 100 profiles and what we do is say, we're going to understand what you want, watch your behavior and instead of giving you 40,000 properties on a big map, we actually match you based on your preferences, to the five or six houses that are best for you."

While Entera has been working with larger home-buying companies — like firms that buy tens of thousands of homes every year — Kay says they have begun working with smaller entities, and he figures within the next few years, Entera will be using the same data collection and machine learning to work with individual home buyers.

Based in Houston, Entera has operations in New York and San Francisco as well. The company has 17 full-time employees, along with approximately 100 contractors in its markets. And while Kay understand a human touch is needed in business, he loves that he can use a data model to present unbiased opinions to his clients.

"[Real estate] actually affects people's lives meaningfully," Kay says. "Real estate data — where you live, what your neighborhood is, how you make that choice — …this data matters to people in a way they can tangibly touch and understand and feel. We can help people make what are big, complex choices that are often highly ambiguous. I love it because it matters. You can measure how it matters immediately."

Data-driven tech

Courtesy of Entera

Entera focuses on collecting data and analysis and pairs it with on-the-ground service. After Entera's proprietary software collects what it thinks home-buying companies want, members of Entera's service team go out to look at the homes.

A growing digital home sales platform has moved into town. Courtesy photo

Digital home buying and selling tool expands to Houston market

Real estate tech

A Phoenix-based real estate company has expanded to the Houston market and opened a new office in town.

First launched in 2015, Offerpad is a tech-enabled home buying and selling solution. As of October, Offerpad had expanded to 534 cities with access to an estimated 6.7 million home-owning households.

The company is what's known as an iBuyer — a type of investor that uses automated valuation models, or AVMs, and other technology to quickly turn around offers on homes to sellers and then resell them to home buyers. The process tends to be quicker and higher tech than the normal home selling and buying process.

Offerpad previously had expanded into Dallas before launching in Houston on January 15. It's the first expansion in 2019 — a year that's poised to be full of growth for the company, the press release says.

"The company has a very concentrated vision to bring our real estate solutions to millions more people this year," Trent Capps, Offerpad's regional market director focused on Texas, says in the release. "Our start in Texas, with Dallas-Fort Worth, has far and away exceeded our expectations and we anticipate the same for our other Texas markets. In Houston, we began receiving home offer requests weeks ago, so we foresee huge success there, as well as in San Antonio later in the quarter."

The new local office is located in The Woodlands and serves 86 cities within the Houston area including Bellaire, Pearland, Sugar Land, Seabrook, and Friendswood. San Antonio is the next Texas market Offerpad is headed for.

"Dallas, Houston, and San Antonio are all cities we've had intentions of offering our service in," Founder and CEO Brian Bair says in the release. "I'm confident that Texans are going to value the solutions we've developed to the once complicated and stressful process of selling a home."

Graphic courtesy of Offerpad

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Houston AI data firm partners on Alzheimer’s clinical trial

now testing

Houston data science firm OmniScience announced this month that it has partnered with Florida-based INmune Bio (NASDAQ: INMB) on a global Phase 2 Alzheimer’s disease clinical trial.

The trial, known as ADO2, will utilize OmniScience's recently developed product, Vivo, which uses generative AI to centralize and analyze clinical trial data in real time, according to a release. The two companies also partnered during Vivo’s development and recent roll-out.

"OmniScience and INmune Bio share a vision to transform how clinical trial teams engage with data – transforming data into knowledge in real time and informing decisions that increase the probability of success,” Angela Holmes, CEO of OmniScience, says in a statement. “As our partnership moves forward, we’re gaining further insights from the INmune team that we can integrate into Vivo’s roadmap. We look forward to our continued mutual success.”

The ADO2 trial will investigate INmune Bio's clinical-stage biotechnology XPro in patients with mild cognitive impairment or Alzheimer’s disease with brain inflammation, according to its website. Its products are focused on "restoring function in the body's innate immune system to fight disease."

The trial is overenrolled with 208 patients diagnosed with mild Alzheimer’s disease or mild cognitive impairment. The top-line results are expected to be released in Q2 2025.

"A global trial of this size is vast, and Vivo will be critical in our ability to analyze cognitive results,” Tara Lehner, INmune Bio’s vice president of clinical operations, says in the statement. “With genAI provided by Vivo, we can amplify our clinical teams’ capabilities, turning complex data into actionable insights at unprecedented speed, which means we can get answers—and treatments—to patients faster.”

INmune will be able to use OmniScience's Vivo product to unify data from electronic data capture, clinical trial management systems, patient-reported outcomes, clinical outcome assessments, labs, wearables, safety databases and more, according to the statement. The product has been shown to improve data quality and visualizations and reduce the reliance on spreadsheet-based data analysis during clinical trials.

Omniscience was originally founded in 2017, then known as Mercury Data Science. It rebranded and changed its name earlier this year. Holmes was named CEO in 2022.

Omniscience's Vivo product recently won first place in the CNS Summit 2024 Innovation Showcase in Boston and the Blue Whale Ribbon at the inaugural Whale Tank pitch competition during the 2024 Innovation Network Gathering (ING) in West Chester, Pennsylvania.

By the numbers: Houston rankings dominate top lifestyle stories for 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. In the lifestyle category on InnovationMap, report-driven stories related to life in Houston dominated this section on InnovationMap in 2024. Be sure to click through to read the full story.


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

Houston is the No. 4 most diverse city in the U.S. Photo via Getty Images

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. Continue reading.

Texas flunks out in new ranking of America's best school systems

Texas has the 29th best public school system in the U.S., according to WalletHub. Photo via Pexels

Texans may think everything here is bigger and better, but the Lone Star State has fallen behind many other states in America when it comes to ensuring the academic success of its children, according to a new report by personal finance website WalletHub.

Texas landed a middling rank as No. 29 in WalletHub's annual "States with the Best and Worst School Systems (2024)" report, earning a score of 49.86 out of 100 total possible points. Continue reading.

Booming Houston suburb, other Texas towns among the fastest-growing U.S. cities in 2023

Here's how Texas towns stacked up on a new population report. Photo via Getty Images

One Houston suburb experienced one of the most rapid growth spurts in the country last year: Fulshear, whose population grew by 25.6 percent, more than 51 times that of the nation’s growth rate of 0.5 percent. The city's population was 42,616 as of July 1, 2023.

According to U.S. Census Bureau's Vintage 2023 Population Estimates, released Thursday, May 16, Fulshear — which lies west of Katy in northwest Fort Bend County - ranked No. 2 on the list of fastest-growing cities with a population of 20,000 or more. It's no wonder iconic Houston restaurants like Molina's Cantina see opportunities there. Continue reading.

Here's how much it takes to earn a top 1 percent salary in Texas

Texans now need to make $130,241 more in 2024 to maintain their status as one of the highest earners in the state. Photo via Getty Images

With two Houston-area neighbors cashing in among the most wealthy suburbs in America, Houstonians may be wondering how much money they need to make to secure a place in the top one percent of earners. According to a new study from SmartAsset, the pre-tax salary required to be considered one of the highest earners in Texas amounts to $762,090 in 2024.

Texas has the 14th highest pre-tax salary needed to be considered in the top one percent of earners in the U.S. for the second year in a row. Texas' income threshold is not too far off from the national average, which is $787,712. Continue reading.

Report: Houstonians need $12K more to live comfortably than they did last year

It's not all bad for the Bayou City, but if you're making the same as last year, you're probably feeling the pinch. Photo via Getty Images

As inflation and the cost of living rise in most places around the United States, so does the amount of money a resident needs to live comfortably. But Houstonians are faring far better than residents of some of the biggest cities in America.

Houston requires the lowest salary needed to live comfortably in 2024, according to a new SmartAsset report. Specifically, they say, Houston ranks No. 1 for "the lowest annual salary needed for a single adult to live in sustainable comfort using the 50/30/20 budgeting rule" — that is, 50 percent of a salary allocated toward needs (housing, groceries, transportation); 30 percent toward wants (entertainment and hobbies); and 20 percent toward paying off debt, saving, or investing.

Houstonians need to make $75,088 individually to lead a comfortable lifestyle and avoid living paycheck to paycheck, or a $36.10 hourly wage, says the report, which analyzed 99 major U.S. cities. Continue reading.

Houston researchers develop catalyst for emission-free hydrogen production using light instead of heat

SWITCH FLIPPED

Researchers at Rice University have developed a catalyst that could render steam methane reforming, or SMR, entirely emission-free by using light rather than heat to drive the reaction.

The researchers believe the work could prove to be a breakthrough for extending catalyst lifetimes. This will improve efficiencies and reduce costs for a number of industrial processes that are affected by a form of carbon buildup that can deactivate catalysts called coking.

The new copper-rhodium photocatalyst uses an antenna-reactor design. When it is exposed to a specific wavelength of light it breaks down methane and water vapor without external heating into hydrogen and carbon monoxide. The importance of this is it is a chemical industry feedstock that is not a greenhouse gas. Rice’s work also shows that the antenna-reactor technology can overcome catalyst deactivation due to oxidation and coking by employing hot carriers to remove oxygen species and carbon deposits, which effectively regenerates the catalyst with light.

The new SMR reaction pathway build off a 2011 discovery from Peter Nordlander, Rice’s Wiess Chair and Professor of Physics and Astronomy and professor of electrical and computer engineering and materials science and nanoengineering, and Naomi Halas. They are the authors on the study about the research that was published in Nature Catalysis. The study showed that the collective oscillations of electrons that occur when metal nanoparticles are exposed to light can emit “hot carriers” or high-energy electrons and holes that can be used to drive chemical reactions.

“This is one of our most impactful findings so far, because it offers an improved alternative to what is arguably the most important chemical reaction for modern society,” Norlander says in a news release.

The research was supported by Robert A. Welch Foundation (C-1220, C-1222) and the Air Force Office of Scientific Research (FA9550-15-1-0022) with the Shared Equipment Authority at Rice providing data analysis support.

“This research showcases the potential for innovative photochemistry to reshape critical industrial processes, moving us closer to an environmentally sustainable energy future,” Halas adds.

Hydrogen has been studied as it could assist with the transition to a sustainable energy ecosystem, but the chemical process responsible for more than half of the current global hydrogen production is a substantial source of greenhouse gas emissions.Hydrogen is produced in large facilities that require the gas to be transported to its point of use. Light-driven SMR allows for on-demand hydrogen generation,which researchers believe is a key benefit for use in mobility-related applications like hydrogen fueling stations or and possibly vehicles.

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This article originally ran on EnergyCapital.