New health-focused generative AI company emerges from stealth with Houston office, $4M in funding

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Biostate AI has emerged from stealth this week — with $4 million and a mission to design AI products to predict human and animal health changes. Photo via Getty Images

A new scalable biodata foundry startup has emerged from stealth with $4 million in investment funding and two new health care artificial intelligence tools. The company is co-located in Houston and Palo Alto, California.

Biostate AI was co-founded by former Rice Professor David Zhang, who serves as the company's CEO, in 2023. With the launch, the company announced two service products: Total RNA sequencing and Copilot for RNAseq data analysis, Biostate reveals in a press release.

"The successful training of any AI well requires large quantities of relevant and high-quality data," Zhang says in the release. "Biostate AI has developed the instrumental technologies to facilitate the collection of more biological data at lower costs. We are pleased to offer these capabilities to academic and industry partners and collaborators."

The company has raised more than $4 million in venture funding. Matter Venture Partners led the initial round, with participation from Vision Plus Capital, Catapult VC, and the California Institute of Technology through the Caltech Seed Fund. Additional investors included Dario Amodei, CEO of Anthropic; Joris Poort, CEO of Rescale; Michael Schnall-Levin, CTO of 10X Genomics; and Emily Leproust, CEO of Twist Bioscience.

"AI is the next frontier and AI needs data, and biological data is a lot harder to get than text or images. We are excited about the potential for Biostate's technology to dramatically lower the cost of collecting RNAseq datasets," adds Haomiao Huang, founding partner at Matter Venture Partners, in the release. "As a US company, Biostate's affordable AI-embedded CRO services are much needed today as the supply of preclinical research services shrinks due to geopolitical tensions."

With an ultimate goal of designing AI products to predict human and animal health changes, Biostate AI is looking to partner with academic researchers, hospital biorepositories, and pharma and other biotech companies.

In addition to its two launched products, Biostate AI has filed nine pending patents on its technologies and is collaborating with Twist Bioscience and California Institute of Technology.

With its official launch, Biostate AI also debut OmicsWeb Copilot, a conversational AI that aids biologists in and visualizing data. Using large-language models, the platform provides access to over 1000 unique RNAseq datasets collected by the Biostate team.

"Bioinformatic analysis of RNAseq and other omics data is a highly complex, multi-step process that currently takes many hours of dedicated specialized programming," explains Ashwin Gopinath, co-founder and CTO of Biostate AI, in the release. "As we scaled up our RNAseq data collection in the past year, we started building OmicsWeb Copilot as an internal tool to help our scientists make sense of the data. And then we realized other people may also find this tool useful, so we're opening it up to the general public for free."

Biostate is asking those interested in collaboration to reach out at partnerships@biostate.ai.

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A Houston startup has launched to keep an eye on your AC to predict and prevent outages and issues. Photo courtesy of SmartAC.com

Houston home tech startup emerges from stealth with $10M series A round

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It can get hot as Hades in Houston during the summer, and a new Houston startup is using machine learning and technology to ensure that users can count on their air conditioning units to stay up and running during the heat.

Houston-based SmartAC.com has emerged from stealth mode with $10 million in funding from a series A investment round. The company's technology focuses on maintaining air conditioning and heating (HVAC) health before a major service issue occurs.

"Over 70 million homes have central air in the U.S., making indoor comfort a regular way of life. People don't often think about their HVAC systems, taking it for granted, until the day the AC or heat goes out," says Josh Teekell, CEO and founder of SmartAC.com, in a news release. "These systems require regular upkeep, and when they aren't maintained, costs can get out of hand. SmartAC.com's offer is simple; we care about your AC so you don't have to."

The company's technology combines three hardware sensors — which users can install themselves — and machine learning software to analyze data to predict service issues. The comfort sensor monitors the temperature of the air coming out of the unit, the filter sensor tracks the lifespan of air filters by tracking pressure and airflow, and the water sensor protects against leaks and clogs.


The three SmartAC.com sensors are magnetic and easy to install. Photo courtesy of SmartAC.com

All three sensors are linked by SmartAC.com Hub, which sends data from the sensors to the cloud and the SmartAC.com app to translate the data into recommendations to help users reduce costs and get ahead of issues.

"The average AC replacement cost is $7,500 — an expense that can be a huge burden on homeowners. Caring for these assets is inconvenient and oftentimes confusing, resulting in 80 percent of homeowners skipping the recommended maintenance on their AC systems," says Andrew Fuselier, SmartAC.com's COO, in a news release. "It's time to digitize the AC ownership experience to solve a decades old problem. SmartAC.com was formed in stealth mode with feedback from thousands of homeowners, so we're thrilled to finally show the world what we've built."

In addition to working directly with consumers, SmartAC.com has teamed up with HVAC service providers.

"SmartAC.com is a total game-changer," says David Lewis of Mission AC in a news release. "Our clients love the additional transparency and the technology allows us to improve our service speed and quality because, for the first time, we have real-time data on the systems we service."

The data from the sensors is analyzed and sent to users via the smart phone app. Photo courtesy of SmartAC.com

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

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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

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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

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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.

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