game changer

Tech company uses machine learning to buy homes in Houston

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.

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Building Houston

 
 

SeekerPitch exists to update the job hiring process in a way that benefits both the job seekers and recruiters. Photo via Getty Images

Companies across the country have been requiring resumes and cover letters from their new hire hopefuls since the World War II era, and it's about time that changed. A startup founded in Houston has risen to the occasion.

Houstonian Samantha Hepler had the idea for SeekerPitch when she was looking for her next move. She felt like she had developed a formidable career in digital transformation and had worked with big name clients from Chevron to Gucci. However, she couldn't even get an interview for a role she felt she would be a shoe-in for.

"I knew if I could just get through the door, a company would see the value in me," Hepler tells InnovationMap. "I wasn't being seen, and I wasn't being heard. I didn't know a way to do that."

And she wasn't alone in this frustration. Hepler says she discovered she was one of the 76 percent of job candidates who get filtered out based on former job titles and keywords. At the same time, Hepler says she discovered that 80 percent of companies reported difficulty finding talent.

Samantha Hepler had the idea for SeekerPitch based on her own ill-fated job hunt experience. Photo courtesy of SeekerPitch

"I was just a symptom of a larger problem companies were facing," Hepler says. "Companies were using algorithms to dilute their talent pool, and then the hires they were making weren't quality because they were looking for people based on what they've done. They weren't looking at people for what they could do."

SeekerPitch, which is in the current cohort of gBETA Houston, allows job seekers to create an account and tell their story — not just their job history. The platform prioritizes video content and quick interviews so that potential hires can get face-to-face with hiring managers.

"We empower companies to hear the candidates' stories," Hepler says. "We're bringing candidates streaming to computer screens. We are the Netflix of recruiting."

Hepler gives an example of a first-generation college graduate who's got "administrative assistant" and "hostess" on her resume — but who has accomplished so much more than that. She put herself through school with no debt and in three years instead of four. SeekerPitch allows for these types of life accomplishments and soft skills into the recruiting process.

SeekerPitch profiles allow job seekers to tell their story — not just their past job experience. Photo courtesy of SeekerPitch

Over the past few years, a trend in hiring has been in equity and diversity, and Hepler says that people have been trying to address this with blurring out people's names and photos.

"Our belief is that connection is the antidote to bias," Hepler says, mentioning a hypothetical job candidate who worked at Walmart because they couldn't afford to take multiple unpaid internships. "They can't come alive on a resume and they won't stand a chance next to another person."

SeekerPitch is always free for job seekers, and, through the end of the year, it's also free for companies posting job positions. Beginning in January 2022, it will cost $10 per day to list a job opening. Also next year — Hepler says she'll be opening a round of pre-seed funding in order to grow her team. So far, the company has been bootstrapped, thanks to re-appropriated funding from Hepler's canceled wedding. (She opted for a cheaper ceremony instead.)

Right now, SeekerPitch sees an opportunity to support growing startups that need to make key hires — and quickly. The company has an ongoing pilot partnership with a Houston startup that is looking to hiring over a dozen positions in a month.

"As a startup, your key hires are going to make or break your company — but you have to hire quickly," Hepler says. "That's the ultimate challenge for startups. ... But if you don't hire well it can cost your company a lot of money or be the demise of your company. It's people who make a company great."

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