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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London AI startup selects Houston for first U.S. office after $20M raise

welcome to houston

London-based AI firm Applied Computing has announced a $20 million Series A round and a new office in Houston.

The new Bayou City office is Applied Computing’s first in the United States and part of its North American expansion. The company is known for its Orbital AI platform, which is tailored for energy operations.

The funding round was led by Houston-based KBR Inc., with participation from San Francisco-based Databricks Ventures. KBR’s investment was first announced in March.

KBR and Applied Computing have also entered into a multi-year agreement to deliver exclusive AI products for the energy sector. KBR already has integrated Orbital into its INSITE 3.0 platform for energy projects, and is also using the product for ammonia production.

Applied Computing’s Orbital platform combines physics-grounded intelligence with models across chemical engineering, time-series forecasting and language, according to the company. The system analyzes sensor readings and can recognize a facility’s equipment constraints and operator activity. The platform can also allow technicians to run simulations of how a change to a facility could affect the rest of its operations.

According to TechCrunch, Applied Computing will use the $20 million to further explore projects and deployments with the energy sector, hire engineering and research positions, and continue to expand internationally, potentially into the Middle East.

The company is also working on deals with a major U.S. stream operator, TechCrunch reports. And Applied Computing shared on LinkedIn that it plans to announce its first partnership with a major European oil company in the coming weeks.

“Yesterday we showed Orbital live in deployments at our demo day at the Energy Institute in London,” Callum Adamson, CEO and co-founder of Applied Computing, posted on LinkedIn on July 16. “Today, we're announcing the capital to scale it globally as well as the launch of our new offices in Houston and Bangalore. In the weeks following, there will be more announcements on our progress, partnerships and deployments.”

The company opened its Bangalore offices in December.

Texas is no longer America's No. 1 most financially distressed state

Report Rebound

After spending an unfortunate year as the No. 1 state with the most people in financial distress, Texas has slightly recovered. But the Lone Star State isn't out of the woods yet: it's still among the five most financially distressed states in America for 2026.

According to WalletHub's 2026 report, Texas sits in the No. 4 spot this year, while Kansas, Louisiana, and Florida moved up to become the top three states with the most financially distressed residents.

The personal finance website's experts compared all 50 states based on residents' average credit scores, the share of people with "accounts in distress" (meaning an account that's in forbearance or has deferred payments), the one-year change in bankruptcy filings from March 2025, and search interest indexes for "debt" and "loans."

Despite improving in the overall ranking, the study found Texas has had the fourth-biggest spike in bankruptcy filings nationally from March 2025 to March 2026. Texas residents also have the 10th worst average credit scores in the country, according to the findings.

This is how Texas ranked across the study's six key dimensions, where No. 1 means "most distressed:"

  • No. 4 – Change in bankruptcy filings from March 2024 to March 2025 rank
  • No. 5 – Average number of accounts in distress rank
  • No. 8 – "Loans" search interest index rank
  • No. 8 – People with accounts in distress rank
  • No. 12 – Credit score rank
  • No. 13 – “Debt” search interest index rank

It feels like inflation and affordability have been top-of-mind for many Americans over recent years, and uncertainty around the national economy also adds another level of distress. That's especially true for Houston residents, which were dubbed the second most financially distressed people in America earlier in 2026.

"Americans have faced significant financial challenges in recent years, as inflation, shifting unemployment levels, public health emergencies, and natural disasters have made it more difficult for many households to stay on top of their bills," the report said.

The top three states that have the least financially distressed residents are Maine (No. 50), Rhode Island (No. 49), and Hawaii (No. 48).

The top 10 most financially distressed states in America for 2026 are:

  • No. 1 – Kansas
  • No. 2 – Lousiana
  • No. 3 – Florida
  • No. 4 – Texas
  • No. 5 – South Carolina
  • No. 6 – Wyoming
  • No. 7 – Georgia
  • No. 8 – California
  • No. 9 – North Carolina
  • No. 10 – Kentucky
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A version of this article originally appeared on CultureMap.com.

European spacecraft developer expands to Houston with U.S. business, new lab

houston hq

European aerospace manufacturer The Exploration Company has established its first U.S. entity and named Space City as its headquarters.

The company announced earlier this month that it has launched TEC Federal to support U.S. government customers and agencies, and to scale The Exploration Company's engineering operations in the country.

Mark Kirasich serves as president of TEC Federal. Kirasich most recently served as the senior director of human spaceflight at Blue Origin after a nearly 40-year career at NASA.

The Exploration Company is developing the reusable Nyx space vehicle. Nyx is designed to take off from any heavy launcher in the world. It will then dock at space stations, retrieve up to 3,000 kilograms of cargo, splash down and return the cargo to Earth. The company aims to make Nyx fully reusable for up to 10 missions, making it a more affordable and sustainable option for aerospace missions.

The Exploration Company completed a successful drop test of the spacecraft in May in the Mojave Desert. The company says Nyx is slated to perform its first flight demonstration in 2028.

In addition to launching the Houston business, The Exploration Company also opened its new Rapid Innovation Lab near Houston's NASA Johnson Space Center on Space Park Drive.

The Exploration Company opened its Rapid Innovation Lab earlier this month. Photo via LinkedIn

The Rapid Innovation Lab features a full-scale mockup of the future Nyx crew capsule as well as ongoing development and testing of the Nyx cargo capsule, according to the company.

The Exploration Company says the new lab will allow its engineers, designers, and operators to prototype and test crew interfaces. It will also support partnerships with NASA personnel and astronauts.

“Houston gives us direct access to the people and expertise that have built and operated human spaceflight systems for decades. We’re excited to invest and expand around that— engineers, operators, and astronauts working together and moving quickly towards building a crew capsule.” Hélène Huby, founder and CEO of The Exploration Company, said in a blog post.

According to The Houston Chronicle, The Exploration Company has about 30 employees in the Houston area.

The company was founded in 2021 by Huby, a French rocket scientist, and has raised more than $350 million in venture capital. It operates out of Germany, France, Luxembourg, Spain and Italy, with offices in the U.S. and the United Arab Emirates. It is also developing a reusable, high-thrust rocket engine known as Storm.