Natalie Goodman founded Incentifind, which connects home builders and commercial developers with green incentives. Courtesy of Incentifind

When asked about the origin story of IncentiFind — a Houston-based startup that connects real estate developers and home builders with green construction incentives — founder Natalie Goodman doesn't mince words.

"We're a complete accident," Goodman says. "I'm an architect. We didn't set out to have a startup."

IncentiFind's mission is to increase the amount of green developments and construction projects in the U.S. The company is equipped with a massive database of green incentives that are offered by utility, county, city, state and federal agencies. Many home builders or commercial developers don't take advantage of green incentives because they're simply not aware of them, Goodman says.

"The government is strapped — they have all this money that they want to give away, but not the (marketing) money to get the word out," Goodman said. "That's where IncentiFind stepped in."

Goodman said IncentiFind's goals differ slightly for commercial and residential developers. For commercial developers, the database is built to be simple, predictable and intuitive. For home builders, the model is to make IncentiFind as simple and inexpensive as possible, since new homeowners are already shelling out cash for home improvement projects.

Commercial developers can expect to spend around $1,500 with IncentiFind, while homeowners can expect to spend between $50 and $150.

By tapping into IncentiFind's resources, Goodman says that clients can expect up to a tenfold increase on their investment with IncentiFind — all while developing in an environmentally conscious way.

An 'overnight' surge in demand
Goodman started building the infrastructure for IncentiFind several years ago, and long before she thought she'd one day be running a startup. She was a sustainability architect, living overseas and seeing that green architecture was far more common around the world than it was in the U.S.

Once she returned to the U.S., Goodman called a good friend at the Department of Energy, and asked where she could find a central database for green construction incentives in the U.S. She was told that a central database didn't exist, and probably never would.

"So, I created it selfishly just for me," Goodman says. "I thought [that I was] going to have this tiny little architecture firm, and we're going to do all things green."

At that time, several outdated incentive databases were still funded by public agencies. But at the end of 2017, a massive defunding of databases meant that Goodman's resource was the only one of its kind in the U.S.

Following the defunding of those databases, Goodman saw a surge of activity to her website from people who used to rely on those databases as go-to resources.

"Overnight, we saw that traffic come to us," Goodman says. "We didn't do any marketing — it was all organic. People were desperate to find this information. We weren't high on Google."

From Houston, to Austin, to Houston again
From there, Goodman decided to take her database to the next level. Six employees were hired, and in April 2018, IncentiFind officially launched in Austin in The Capital Factory, a major startup incubator. Goodman and the IncentiFind team were commuting from Houston. She wanted to launch the business in Houston, she said, and while there were a lot of exciting developments underway at Station Houston, Houston's startup scene was still clouded with uncertainty.

"There's already so much instability with a startup, and we can't surround ourselves with more instability," Goodman said.

IncentiFind graduated from The Capital Factory's startup accelerator in August 2018. From there, IncentiFind landed at The Cannon, and is continuing to grow in Cannon Ventures. In less than twelve months, Goodman said she's seen Houston's startup scene undergo a nearly 180-degree shift, in large part due to the growth of The Cannon.

"I truly think that they're going to put Houston on the map for a radically new service, because they'll actually roll up their sleeves and do work with you," Goodman said. "[They'll do more] than just send you links or give you 15 minutes to ask someone a question. They'll give you all the time in the world, and [give] as many hours as you want."

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Houston-based HPE wins $931M contract to upgrade military data centers

defense data centers

Hewlett Packard Enterprise (HPE), based in Spring, Texas, which provides AI, cloud, and networking products and services, has received a $931 million contract to modernize data centers run by the federal Defense Information Systems Agency.

HPE says it will supply distributed hybrid multicloud technology to the federal agency, which provides combat support for U.S. troops. The project will feature HPE’s Private Cloud Enterprise and GreenLake offerings. It will allow DISA to scale and accelerate communications, improve AI and data analytics, boost IT efficiencies, reduce costs and more, according to a news release from HPE.

The contract comes after the completion of HPE’s test of distributed hybrid multicloud technology at Defense Information Systems Agency (DISA) data centers in Mechanicsburg, Pennsylvania, and Ogden, Utah. This technology is aimed at managing DISA’s IT infrastructure and resources across public and private clouds through one hybrid multicloud platform, according to Data Center Dynamics.

Fidelma Russo, executive vice president and general manager of hybrid cloud at HPE, said in a news release that the project will enable DISA to “deliver innovative, future-ready managed services to the agencies it supports that are operating across the globe.”

The platform being developed for DISA “is designed to mirror the look and feel of a public cloud, replicating many of the key features” offered by cloud computing businesses such as Amazon Web Services (AWS), Microsoft Azure and Google Cloud Platform, according to The Register.

In the 1990s, DISA consolidated 194 data centers into 16. According to The Register, these are the U.S. military’s most sensitive data centers.

More recently, in 2024, the Fort Meade, Maryland-based agency laid out a five-year strategy to “simplify the network globally with large-scale adoption of command IT environments,” according to Data Center Dynamics.

Astros and Rockets launch new streaming service for Houston sports fans

Sports Talk

Houston sports fans now have a way to watch their favorite teams without a cable or satellite subscription. Launched December 3, the Space City Home Network’s SCHN+ service allows consumers to watch the Houston Astros and Houston Rockets via iOS, Apple TV, Android, Amazon Fire TV, or web browser.

A subscription to SCHN+ allows sports fans to watch all Astros and Rockets games, as well as behind-the-scenes features and other on-demand content. It’s priced at $19.99 per month or $199.99 annually (plus tax). People who watch Space City Network Network via their existing cable or satellite service will be able to access SCHN+ at no additional charge.

As the Houston Chronicle notes, the Astros and Rockets were the only MLB and NBA teams not to offer a direct-to-consumer streaming option.

“We’re thrilled to offer another great option to ensure fans have access to watch games, and the SCHN+ streaming app makes it easier than ever to cheer on the Rockets,” Rockets alternate governor Patrick Fertitta said in a statement.

“Providing fans with a convenient way to watch their favorite teams, along with our network’s award-winning programming, was an essential addition. This season feels special, and we’re committed to exploring new ways to elevate our broadcasts for Rockets fans to enjoy.”

Astros owner Jim Crane echoed Feritta’s comments, adding, “Providing fans options on how they view our games is important as we continue to grow the game – we want to make it accessible to as large an audience as possible. We are looking forward to the 2026 season and more Astros fans watching our players compete for another championship.”

SCHN+ is available to customers in Texas; Louisiana; Arkansas; Oklahoma; and the following counties in New Mexico: Dona Ana, Eddy, Lea, Chaves, Roosevelt, Curry, Quay, Union, and Debaca. Fans outside these areas will need to subscribe to the NBA and MLB out-of-market services.

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This article originally appeared on CultureMap.com.

Rice University researchers unveil new model that could sharpen MRI scans

MRI innovation

Researchers at Rice University, in collaboration with Oak Ridge National Laboratory, have developed a new model that could lead to sharper imaging and safer diagnostics using magnetic resonance imaging, or MRI.

In a study recently published in The Journal of Chemical Physics, the team of researchers showed how they used the Fokker-Planck equation to better understand how water molecules respond to contrast agents in a process known as “relaxation.” Previous models only approximated how water molecules relaxed around contrasting agents. However, through this new model, known as the NMR eigenmodes framework, the research team has uncovered the “full physical equations” to explain the process.

“The concept is similar to how a musical chord consists of many notes,” Thiago Pinheiro, the study’s first author, a Rice doctoral graduate in chemical and biomolecular engineering and postdoctoral researcher in the chemical sciences division at Oak Ridge National Laboratory, said in a news release. “Previous models only captured one or two notes, while ours picks up the full harmony.”

According to Rice, the findings could lead to the development and application of new contrast agents for clearer MRIs in medicine and materials science. Beyond MRIs, the NMR relaxation method could also be applied to other areas like battery design and subsurface fluid flow.

“In the present paper, we developed a comprehensive theory to interpret those previous molecular dynamics simulations and experimental findings,” Dilipkumar Asthagiri, a senior computational biomedical scientist in the National Center for Computational Sciences at Oak Ridge National Laboratory, said in the release. ”The theory, however, is general and can be used to understand NMR relaxation in liquids broadly.”

The team has also made its code available as open source to encourage its adoption and further development by the broader scientific community.

“By better modeling the physics of nuclear magnetic resonance relaxation in liquids, we gain a tool that doesn’t just predict but also explains the phenomenon,” Walter Chapman, a professor of chemical and biomolecular engineering at Rice, added in the release. “That is crucial when lives and technologies depend on accurate scientific understanding.”

The study was backed by The Ken Kennedy Institute, Rice Creative Ventures Fund, Robert A. Welch Foundation and Oak Ridge Leadership Computing Facility at Oak Ridge National Laboratory.