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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2 Houston universities named best colleges of 2027 by Princeton Review

A-Plus Ratings

Back-to-school season is has returned in full force, and that means it's time for college rankings. Two Houston universities in particular are being hailed as the top of the class for 2027.

The high caliber schools — Rice University and University of Houston — earned new acclaim in The Princeton Review's ranking of the "Best 392 Colleges" for 2027.

The Princeton Review's 35th annual "Best Colleges" rankings are determined by a survey of 172,000 current college students that gave "candid feedback" about their schools and their experiences. The flagship guide does not rank the schools overall, but it does rank them across 50 different categories, including best-run colleges, best quality of life, happiest students, best athletic facilities, among others.

In all, 14 Texas institutions were highlighted in the overall list of the 392 best colleges.

Schools don't pay to be included in the guide, but The Princeton Review clarified that schools could pay for a "featured" designation. No Houston university paid to be featured in this year's guide. Trinity University in San Antonio and Southwestern University, a private school in the Austin suburb Georgetown, were the only two Texas schools that paid to be "featured."

Rice and UH have been on a winning streak in separate reports of the best universities worldwide, best graduate schools, and best online degree programs.

In addition to being included in the overall list, Rice was highlighted as one of the Best Value Colleges, Colleges That Create Futures, and it earned high marks in Princeton Review's Mental Health Honor Roll 2026. The home of the Rice Owls also starred in the regional Best Southwest list that contained 41 universities across Arizona, Colorado, New Mexico, Oklahoma, and Texas.

"Rice University stands out as a leading research university where academic diversity and a wide array of interdisciplinary institutes and centers make it easy for students to explore multiple areas of interest," the school's profile says. "At Rice, 'knowledge isn’t siloed — students are constantly crossing disciplines and interests in ways that feel natural rather than exceptional.'"

Rice earned the following rankings on 14 other lists:

  • No. 1 – Lots of Race/Class Interaction
  • No. 3 – Best College Newspaper
  • No. 9 – Friendliest Students
  • No. 11 – Best Quality of Life
  • No. 13 – Great Financial Aid
  • No. 14 – Top 50 Best Value Private Colleges
  • No. 17 – Their Students Love These Colleges
  • No. 18 – Top 20 Best Value Private Colleges Without Aid
  • No. 18 – Best Student Support and Counseling Services
  • No. 19 – Best College Dorms
  • No. 21 – Students Study the Most
  • No. 24 – Best Campus Food
  • No. 24 – Best College Radio Station
  • No. 24 – Best-Run colleges
The University of Houston also appeared in the Best Southwest, Best Value Colleges, and Colleges That Create Futures lists, and it was named a top Green College, which examined schools that "share superb sustainability practices, a strong foundation in sustainability education, and a healthy quality of life for students on campus

UH earned five more accolades:

  • No. 1 – Top 50 Undergraduate Schools for Entrepreneurship Studies
  • No. 1 – Top Undergraduate Schools for Entrepreneurship Studies in the Southwest
  • No. 8 – Most Politically Moderate Students
  • No. 15 – Financial Aid Not So Great
  • No. 42 – Top 50 Best Value Public Colleges
In the school's profile, students say they had an overall positive experience thanks to UH's excellent academic offerings and dedicated faculty members.

"Students confirm that 'the research and other academic opportunities... are very accessible to students who seek it out,'" the profile says. "This includes taking advantage of UH’s vast alumni network (more than 325,000 and counting), not to mention its location in the corporate center of Houston, where 'the opportunities that are provided are immense.'"

The 12 other public and private universities in Texas included in The Princeton Review's 2027 guide are:

  • The University of Texas at Austin
  • Southwestern University, Georgetown
  • Baylor University, Waco
  • Texas A&M University - College Station
  • Trinity University, San Antonio
  • Texas State University, San Marcos
  • Angelo State University, San Angelo
  • Texas Christian University, Fort Worth
  • University of Dallas, Irving
  • Southern Methodist University, Dallas
  • The University of Texas at Dallas, Richardson
  • Austin College, Sherman
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A version of this story originally appeared on CultureMap.com.

Houston named the No.1 emerging city for biopharma in inaugural report

Biopharma Leader

Houston is ranked No.1 on the first-ever Next 10 U.S. Biopharma Clusters report published by Genetic Engineering & Biotechnology News (GEN).

The report, which ranks the best emerging hubs for life science activities, considered patents, NIH funding, lab space, venture capital investments, and the number of jobs in regions in cities, states and “clusters” across the U.S. GEN touts Houston as the top city for the biopharma industry due to a surge in funding, job creation, medical innovations and startup success.

Here’s how Houston ranked in the report’s different categories;

  • No. 1 for NIH funding with 2,262 awards totaling more than $1.25 billion
  • No. 2 for emerging regions for jobs, with 28,000 jobs
  • No. 2 for lab space, with roughly 8 million square feet in the market
  • No. 6 for patents, with 2,760 patent families

According to BioHouston chairman Jeff Wade, Houston secured half a billion dollars in venture capital funding in 2025 and 2026 to date.

The report called out major biopharm news out of Houston in the last few months, including Bristol Myers Squibb selecting Houston for its $1 billion, 600,000-square-foot manufacturing site and Eli Lily selecting Houston for its $6.5 billion, 236-acre manufacturing site. Both facilities will be located within Generation Park, a 4,300-acre, master-planned commercial district near Lake Houston.

Houston startups like CrossBridge Bio and Duracyte were also mentioned in the report. CrossBridge, which develops antibody-drug conjugates for cancer, was acquired by Eli Lily in April for $300 million. Duracyte, a “living pharmacy” company, was launched out of Rice University’s biotech venture studio RBL LLC this spring and is backed by up to a $45 million Advanced Research Projects Agency for Health (ARPA-H) award.

The startup is working to commercialize its Hybrid Advanced Molecular Manufacturing Regulator (HAMMR) technology, a rechargeable, implantable device that can sense biological signals, monitor tumor environments and adjust therapeutic output in real time.

“There’s a lot of great talent, but the unique advantage that we have is we are able to benefit from a lot of unique clinical infrastructure and clinician insights,” Omid Veiseh, Duracyte co-founder and managing partner of RBL LLC, told GEN. “There are a lot of clinicians here who are eager to partner on investigator-initiated trials.”

The report also touted Houston’s Texas Medical Center, home to the University of Texas MD Anderson Cancer Center and Baylor College of Medicine, and international partnerships like the recently expanded TMC Korea BioBridge.

Other cities to make the list include:

  • No. 2 Minneapolis-St. Paul
  • No. 3 Denver-Boulder
  • No. 4 St. Louis
  • No. 5 Dallas-Fort Worth

States to make the list include:

  • No. 1 Ohio (including Cincinnati, Cleveland, and Columbus)
  • No. 2 Indiana (including Indianapolis)
  • No. 3 Florida (including Jacksonville and Miami-Fort Lauderdale)
  • No. 4 Georgia (including Atlanta and Augusta)
  • No. 5 Wisconsin (including Madison and Kenosha)

Regional state clusters to watch include:

  • Phoenix
  • Pittsburgh
  • Greater Richmond, Virginia
  • South Carolina
  • Utah

See the full report here.

Major Texas-based airlines ground humanoid robots as passengers

In The Air

Two major airlines based in Texas are drawing a hard line between human and humanoid: American Airlines and Southwest Airlines won’t permit human-like or animal-like robots to board flights as passengers.

Fort Worth-based American and Dallas-based Southwest recently adopted bans on robotic passengers after two incidents in which human-like robots joined flesh-and-blood passengers on Southwest flights.

In May, Aaron Mehdizadeh, owner of The Robot Studio rental company in Dallas, was heading from Las Vegas to Dallas Love Field with 3.5-foot-tall Stewie, according to CBS News Texas. Rather than shipping Stewie as cargo, Mehdizadeh bought the robot its own seat using a type of ticket often purchased for fragile items such as wedding dresses and equipment.

But because Stewie was technically a carry-on item, the robot wasn’t supposed to occupy a seat, according to eWeek. Crew members wound up disconnecting Stewie’s battery and relocating the robot to a window seat before takeoff.

Mehdizadeh pushed back on Southwest’s stance regarding the battery, telling CBS News Texas that Stewie’s power supply is a standard battery that’s similar to one for a laptop.

Stewie isn’t the only robot making mischief in the skies. In May, a 70-pound, human-like robot named Bebop caused a stir on a Southwest flight from Oakland, California, to San Diego.

The robot prompted a nearly one-hour flight delay after crew members realized it violated restrictions on large carry-ons and raised concerns about the battery, San Francisco TV station KGO reported. Dallas-based Elite Event Robotics owns Bebop.

Southwest seized Bebop’s lithium-ion battery, but the airline did let Bebop take the San Diego-bound flight.

Southwest’s new robot policy prohibits human-like or animal-like robots from riding in an airplane cabin or as checked baggage, no matter their size or purpose. All other robots, including toys, must fit in a carry-on size bag and comply with battery restrictions, the airline says.

In a statement sent to CultureMap, a Southwest spokeswoman says the airline “has taken a strong stance on this issue and has led the U.S. airline industry with our battery policy.”

“The robot policy is a further evolution of a [safety] journey we have been on for several months. This move was not in response to any single incident,” the spokeswoman adds. “To eliminate confusion, the policy applies to all similar devices, regardless of size.”

Lithium-ion batteries can overheat, catch on fire, or explode on airplanes.

American’s new robot policy, which took effect Monday, August 17, is similar to Southwest’s. The policy prohibits human-like and animal-like robots from sitting in a purchased seat, being stored in an overhead bin or traveling as checked baggage. The ban applies to U.S., international, and regional flights.

“While there have been no known events involving this type of robot on any American flight, this policy was developed following a comprehensive review of safety risks associated with these devices, including the large lithium-ion batteries that power them,” the airline said in an internal memo obtained by the View From the Wing travel blog.

American gate agents have been told not to allow a passenger accompanied by a robot to board a plane or to let a robot travel as a checked item, the memo say.

If a robot is discovered after check-in, American employees are supposed to follow the Federal Aviation Administration’s “undeclared dangerous goods” procedures. These procedures cover hazardous shipments like lithium-ion batteries, explosives, flammable liquids, and compressed gases that lack required warning labels or shipping documents.

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This article originally appeared on CultureMap.com.