Houston startup uses AI and data to predict energy usage across sectors

crystal ball

Houston-based Adapt2 Solutions has created AI-backed technology to help energy companies make strategic predictions in these unprecedented times. Getty Images

Among the many complications presented by the coronavirus pandemic is coping with power needs. Movie theaters, malls, schools, and stadiums are among the places where energy use has been uneven at best. And the unevenness promises to continue as a lot of locations turn the lights back on but their operating hours remain in flux.

Houston-based Adapt2 Solutions Inc. believes its software can help energy companies power their way through the pandemic-driven haziness of power demand from commercial and residential customers.

"Today's energy companies need the speed and flexibility that cloud-native technology provides to fully leverage the massive amounts of data available to them," Jason Kram, executive vice president of Adapt2 Solutions, said in a December 2019 release.

Kram says that by capitalizing on artificial intelligence, machine learning, and cloud computing, his company's predictive analytics models forecast unexpected fluctuations in power capacity. Amid the pandemic, this technology enables energy companies to map out demand at a time when they're balancing strained revenue and squeezed spending is paramount, according to Kram.

Armed with this forecast data, Adapt2 Solutions' customers — including utility companies, energy traders, and power generators — can more easily plot power production, sales, and purchases, Kram tells InnovationMap. This data can be applied to conventional power, renewable energy, and battery-stored power.

"In times of disruption, big data can inform decision-making for energy companies to optimize energy-market operations with timely and reliable data," Kram says.

Adapt2 Solutions' load forecasting feature generates the predictive analytics models. This feature is embedded within the company's Adapt2 Bid-to-Bill flagship product, which helps energy companies manage front-office and back-office operations. Its other products are Adapt2 Green, designed for the renewable energy market, and Adapt2 Trade-to-Tag, aimed at improving management of energy trades.

"With Adapt2's AI-enabled solutions, we strive to help more customers focus on their core operations and bring business units together on a single platform to create an integrated approach," Kram says.

The company's customers include Consolidated Edison Inc. (ConEd), Duke Energy Corp., the East Kentucky Electric Cooperative, Exelon Corp., Invenergy LLC, Sempra Energy, the Tri-State Generation and Transmission Association, Tyr Energy LLC, and Vistra Energy Corp.

Adapt2 Solutions employs about 40 people, Kram says, and plans to grow its revenue and headcount by 25 percent to 40 percent this year. He says Adapt2 Solutions has managed to turn a profit even though it hasn't taken any outside funding since Francisco Diaz founded the company in 2008.

In March, Inc. magazine placed Adapt2 Solutions at No. 222 on its inaugural list of the fastest-growing private companies in Texas. The company's revenue shot up 72 percent from 2016 to 2018.

"The growth in our business reflects a growth in our customers' business, further validating that we have taken the right steps to help energy enterprises better respond to market and technology changes," Diaz said in a March release.


Jason Kram is the executive vice president of Adapt2 Solutions. Photo courtesy of Adapt2 Solutions

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Rice University launches new center to study roots of Alzheimer’s and Parkinson’s

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Rice University launched its new Amyloid Mechanism and Disease Center last month, which aims to uncover the molecular origins of Alzheimer’s, Parkinson’s and other amyloid-related diseases.

The center will bring together Rice faculty in chemistry, biophysics, cell biology and biochemistry to study how protein aggregates called amyloids form, spread and harm brain cells. It will serve as the neuroscience branch of the Rice Brain Institute, which was also recently established.

The team will work to ultimately increase its understanding of amyloid processes and will collaborate with the Texas Medical Center to turn lab discoveries into real progress for patients. It will hold its launch event on Jan. 21, 2026, and hopes to eventually be a launchpad for future external research funding.

The new hub will be led by Pernilla Wittung-Stafshed, a Rice biophysicist and the Charles W. Duncan Jr.-Welch Chair in Chemistry.

“To make a real difference, we have to go all the way and find a cure,” Wittung-Stafshede said in a news release. “At Rice, with the Amyloid Mechanism and Disease Center as a catalyst, we have the people and ideas to open new doors toward solutions.”

Wittung-Stafshede, who was recruited to Rice through a Cancer Prevention and Research Institute of Texas grant this summer, has led pioneering work on how metal-binding proteins impact neurodegenerative disorders, including Alzheimer’s and Parkinson’s diseases. Her most recent study, published in Advanced Science, suggests a new way of understanding how amyloids may harm cells and consume the brain’s energy molecule, ATP.

According to Alzheimer’s Disease International, neurodegenerative disease cases could reach around 78 million by 2030 and 139 million by 2050. Wittung-Stafshede’s father died of dementia several years ago.

“This is close to my heart,” Wittung-Stafshede added in the news release. “Neurodegenerative diseases such as dementia, Alzheimer’s and Parkinson’s are on the rise as people live longer, and age is the largest risk factor. It affects everyone.”

This Houston airport saw sharp passenger decline in 2025, study shows

Travel Talk

A new global airport travel study has revealed passenger traffic at Houston's William P. Hobby Airport (HOU) sharply decreased from 2024 to 2025.

The analysis from travel magazine LocalsInsider examined recently released data from the Bureau of Transportation Statistics (BTS), the U.S. International Trade Association, and a nationwide survey to determine the following American traveler habits: The most popular U.S. and international destinations, emerging hotspots, and destinations on the decline. The study covered passenger travel trends from January through July 2025.

In the report's ranking of the 40 U.S. airports with the sharpest declines in passenger traffic, HOU ranked 13th on the list.

About 4.26 million arrivals were reported at HOU from January through July 2024, compared to about 3.96 million during the same seven-month period in 2025. According to the data, that's a significant 7.1 percent drop in passenger traffic year-over-year, or a loss of 300,974 passengers.

"As travelers chase new hotspots, some destinations are seeing reduced passenger traffic whether due to rising costs, shifting airline schedules, or evolving traveler preferences, some destinations are seeing a decrease in visitors," the report's author wrote.

It appears most major Texas airports had drops in passenger traffic from 2024 to 2025. Dallas Love Field Airport (DAL) saw the worst in the state, with a dramatic 7.4 percent dip in arrivals. DAL also ranked 11th on the list of U.S. airports with the steepest declines in passenger traffic.

More than 5.13 million arrivals were reported at DAL from January through July 2024, compared to over 4.75 million during the same seven-month period in 2025.

This is how passenger traffic has fallen at other major Texas airports from 2024 to 2025:

Austin-Bergstrom International Airport (AUS):

  • 6,107,597 – Passenger arrivals from January to July 2024
  • 5,828,396 – Passenger arrivals from January to July 2025
  • -4.6 percent – Year-over-year passenger change
Dallas/Fort Worth International Airport (DFW):
  • 23,830,017 – Passenger arrivals from January to July 2024
  • 23,251,302 – Passenger arrivals from January to July 2025
  • -2.4 percent – Year-over-year passenger change

San Antonio International Airport (SAT):

  • 2,937,870 – Passenger arrivals from January to July 2024
  • 2,836,774 – Passenger arrivals from January to July 2025
  • -3.4 percent – Year-over-year passenger change
El Paso International Airport (ELP):
  • 1,094,431 – Passenger arrivals from January to July 2024
  • 1,076,845 – Passenger arrivals from January to July 2025
  • -1.6 percent – Year-over-year passenger change
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This story originally appeared on CultureMap.com.

NASA names new chief astronaut based in Houston

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NASA has a new chief astronaut. Scott Tingle, stationed at the space agency’s Johnson Space Center in Houston, assumed the post Nov. 10.

Tingle succeeds NASA astronaut Joe Acaba, who had been chief astronaut since February 2023. Acaba now works on the staff of the Johnson Space Center’s director.

As chief astronaut, Tingle runs NASA’s Astronaut Office. His job includes developing astronauts’ flight crew operations and assigning crews for space missions, such as Artemis missions to the moon.

Tingle, a former captain in the Navy, was named a NASA astronaut candidate in 2009. He has logged over 4,500 flight hours in more than 50 aircraft.

Tingle was a flight engineer aboard the International Space Station, where he spent 168 days in orbit during two expeditions that launched in December 2017. Since returning to Earth, he has held various roles in the Astronaut Office, including mission support, technical leadership and crew readiness.

Before joining NASA, Tingle worked in El Segundo, California, on the technical staff of The Aerospace Corp., a nonprofit that supports U.S. space programs.

Tingle recalls expressing his desire to be an astronaut when he was 10 years old. It took him four tries to be accepted by NASA as an astronaut candidate.

“The first time I figured it was kind of too early. The second application, they sent out some feelers, and that was about it. Put in my third application, and got a couple of calls, but it didn’t quite happen,” Tingle said in an article published on the website of Purdue University, his alma mater.

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