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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3 Houston innovators who made headlines in May 2025

Innovators to Know

Editor's note: Houston innovators are making waves this month with revolutionary VC funding, big steps towards humanoid robotics, and software that is impacting the agriculture sector. Here are three Houston innovators to know right now.

Zach Ellis, founder and partner of South Loop Ventures

Zach Ellis. Photo via LinkedIn

Zach Ellis Jr., founder and general partner of South Loop Ventures, says the firm wants to address the "billion-dollar blind spot" of inequitable distribution of venture capital to underrepresented founders of color. The Houston-based firm recently closed its debut fund for more than $21 million. Learn more.

Ty Audronis, CEO and founder of Tempest Droneworx

Ty Audronis, CEO and founder of Tempest Droneworx

Ty Audronis, center. Photo via LinkedIn.

Ty Audronis and his company, Tempest Droneworx, made a splash at SXSW Interactive 2025, winning the Best Speed Pitch award at the annual festival. The company is known for it flagship product, Harbinger, a software solution that agnostically gathers data at virtually any scale and presents that data in easy-to-understand visualizations using a video game engine. Audronis says his company won based on its merits and the impact it’s making and will make on the world, beginning with agriculture. Learn more.

Nicolaus Radford, CEO of Persona AI

Nicolaus Radford, founder and CEO of Nauticus RoboticsNicolaus Radford. Image via LinkedIn

Houston-based Persona AI and CEO Nicolaus Radford continue to make steps toward deploying a rugged humanoid robot, and with that comes the expansion of its operations at Houston's Ion. Radford and company will establish a state-of-the-art development center in the prominent corner suite on the first floor of the building, with the expansion slated to begin in June. “We chose the Ion because it’s more than just a building — it’s a thriving innovation ecosystem,” Radford says. Learn more.

Houston university to launch artificial intelligence major, one of first in nation

BS in AI

Rice University announced this month that it plans to introduce a Bachelor of Science in AI in the fall 2025 semester.

The new degree program will be part of the university's department of computer science in the George R. Brown School of Engineering and Computing and is one of only a few like it in the country. It aims to focus on "responsible and interdisciplinary approaches to AI," according to a news release from the university.

“We are in a moment of rapid transformation driven by AI, and Rice is committed to preparing students not just to participate in that future but to shape it responsibly,” Amy Dittmar, the Howard R. Hughes Provost and executive vice president for academic affairs, said in the release. “This new major builds on our strengths in computing and education and is a vital part of our broader vision to lead in ethical AI and deliver real-world solutions across health, sustainability and resilient communities.”

John Greiner, an assistant teaching professor of computer science in Rice's online Master of Computer Science program, will serve as the new program's director. Vicente Ordóñez-Román, an associate professor of computer science, was also instrumental in developing and approving the new major.

Until now, Rice students could study AI through elective courses and an advanced degree. The new bachelor's degree program opens up deeper learning opportunities to undergrads by blending traditional engineering and math requirements with other courses on ethics and philosophy as they relate to AI.

“With the major, we’re really setting out a curriculum that makes sense as a whole,” Greiner said in the release. “We are not simply taking a collection of courses that have been created already and putting a new wrapper around them. We’re actually creating a brand new curriculum. Most of the required courses are brand new courses designed for this major.”

Students in the program will also benefit from resources through Rice’s growing AI ecosystem, like the Ken Kennedy Institute, which focuses on AI solutions and ethical AI. The university also opened its new AI-focused "innovation factory," Rice Nexus, earlier this year.

“We have been building expertise in artificial intelligence,” Ordóñez-Román added in the release. “There are people working here on natural language processing, information retrieval systems for machine learning, more theoretical machine learning, quantum machine learning. We have a lot of expertise in these areas, and I think we’re trying to leverage that strength we’re building.”