Astros and Rockets have jumped on the streaming bandwagon. Courtesy photo

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.

---

This article originally appeared on CultureMap.com.

Fan engagement, big partnerships, and cohorts announced — these were the top sports tech news articles this year. Photo via Getty Images

Looking back: Top 5 most-read Houston sports tech stories of 2024

year in review

Editor's note: As the year comes to a close, InnovationMap is looking back at the year's top stories in Houston innovation. Houston is a city primed for sports tech innovation — with its collection of major sports teams, vibrant population, and tech workforce. Here are five sports tech news stories that stood out to readers this year — be sure to click through to read the full story.

10 sports tech startups named to Houston-based hybrid accelerator

Introducing the 10 startups participating in the Spring 2024 cohort of the DivInc Sports Tech Accelerator, a hybrid program based in the Ion. Photo via DivInc.com

DivInc has named its latest sports tech-focused cohort of its hybrid accelerator that is housed out of the Ion.

The Sports Tech Accelerator has selected the 10 companies — with technology across human performance, fan experience, and more — for its 13th cohort to participate in the 12-week hybrid program this month and through July.

The program receives support from underdog venture team, Women In Sports Tech, The Collectiv, and HTX Sports Tech, with partners Bank of America, J.P. Morgan Chase & Co., Gunderson Dettmer, Brown Advisory, Ion, and Mercury. Continue reading.

High-tech virtual racing experience to rev up in Houston

Houston is getting 16 racing simulators, each equipped with full motion systems and immersive, 180-degree panoramic displays. Photo by Dylan McEwan

Come next year, some high-speed and high-tech race simulators will be added to one of Houston's growing districts.

Velocity - Sim Racing Lounge, described in press materials as Houston’s first premium simulation racing experience, is slated to open in early 2025 at 2110 Edwards St.Velocity will bring sim racing to Houston through 16 racing simulators, each equipped with full motion systems and immersive, 180-degree panoramic displays. The goal is provide customers with a truly authentic, virtual driving experience.

Customers will have the ability to virtually drive sports cars from iconic brands like Porsche and Lamborghini and race on world famous tracks, including the Circuit of the Americas, Laguna Seca, and the Silverstone Circuit. Classic roads, such as California’s Pacific Coast Highway, provide a more leisurely alternative to driving flat out. Continue reading.

Rice University announces partnership with Houston sports tech startup to enhance student athletics

Rice University's athletic programs will be supported by Houston startup BeOne Sports' technology. Photo courtesy of Rice University

Rice University — in an effort to enhance athletics and research-driven innovation — has formed a partnership with a startup founded by its alumni.

BeOne Sports, a sports performance technology company developed a platform for mobile motion-capture AI and advanced data analytics, will integrate its technology within Rice's sports medicine and rehabilitation programs.

“This partnership aligns perfectly with Rice University’s mission to harness innovation for the betterment of our community,” Rice President Reginald DesRoches says in a news release. “By integrating cutting-edge technology from BeOne Sports with our already world-class athletic and academic programs, we are providing our student athletes with the tools they need to excel both on the field and in life. This collaboration is a testament to Rice’s commitment to leading through innovation and offering unparalleled opportunities for our students.” Continue reading.

Diversity-focused sports tech accelerator opens applications to Houston innovators for the first time

Calling all sports tech startups founded by Black or Hispanic innovators. Photo via Getty Images

A global organization has announced it's opening applications to its equity-focused sports tech accelerator to Houston founders for the first time.

Thanks to a collaboration with Impact Hub and Black Ambition, the adidas Community Lab has expanded its footprint and is now accepting applicants from new markets, including Houston, Toronto, Los Angeles, Atlanta, and New York, for its 2024-2025 cohort.

The initiative, which has been running for three years, has a goal of supporting Black and Latino/a/e founders with mentorship, pitch training, event programming, and networking. The eight-month program also has $75,000 in grant funding to dole out to participants as well. Continue reading.

Houston sports tech startup aims to optimize unsold resale ticket market with new platform

Looking to score the best deal on your next game ticket? A new Houston-founded app promises to revolutionize the resale market. Photo via Getty Images

Online platforms have long simplified the process of buying, selling, and trading event tickets. But what happens when your tickets don’t sell or when you’re stuck with costly season tickets you can’t use? You might end up giving them away or leaving them unused, leading to a financial loss either way.

This is the challenge that Houstonian Jerin Varkey is willing to address with Offer Approved, a new platform that empowers sellers and buyers, guaranteeing that no seat goes unused.

The idea took root around two years ago when Varkey, a passionate sports fan and season ticket holder, faced a new challenge. After becoming a parent, he found himself unable to attend every game. Frustrated with traditional resale platforms, he quickly realized that high fees and limited time made it difficult to sell all his tickets, causing him to lose money each time. Continue reading.

Looking to score the best deal on your next game ticket? A new Houston-founded app promises to revolutionize the resale market. Photo via Getty Images

Houston sports tech startup aims to optimize unsold resale ticket market with new platform

game on

Online platforms have long simplified the process of buying, selling, and trading event tickets. But what happens when your tickets don’t sell or when you’re stuck with costly season tickets you can’t use? You might end up giving them away or leaving them unused, leading to a financial loss either way.

This is the challenge that Houstonian Jerin Varkey is willing to address with Offer Approved, a new platform that empowers sellers and buyers, guaranteeing that no seat goes unused.

The idea took root around two years ago when Varkey, a passionate sports fan and season ticket holder, faced a new challenge. After becoming a parent, he found himself unable to attend every game. Frustrated with traditional resale platforms, he quickly realized that high fees and limited time made it difficult to sell all his tickets, causing him to lose money each time.

"I knew there was someone out there willing to pay $50," he recalls.

A transparent market for resale tickets


Offer Approved is a transparent and trusted platform for both sellers and buyers. Screenshots courtesy of Offer Approved

With this idea in mind, he started intensive research through 2023, identifying the multiple inefficiencies in the ticket market, including seeing the same seat in different marketplaces simultaneously.

“You’ll go through the checkout process and discover that those seats are no longer available; what happens is somebody bought it a few seconds before you on a different site, and the new system is taking it down," Varkey tells InnovationMap.

Scams, falsification, and security flaws were also among the problems. Offer Approved aims to fix these gaps by offering a transparent and trusted platform for both sellers and buyers, specifically to season ticket holders who leave several seats empty at stadiums each night.

“Sellers now have better visibility into the market, and we assist them in managing their listings," Varkey explains. "If a ticket is listed at $100, the seller can set a hidden minimum price of $80 or $70. Any offer that meets or exceeds that amount is automatically accepted, saving them the hassle of manually adjusting prices each time.”

A business model focused on sustainable growth

Varkey initially partnered with angel investors to bring the developer and a technical team. He prefers to avoid paid advertising, opting instead for a more sustainable business approach, including a small fee for sellers and a service charge for managing season tickets.

The project is currently self-funded, and Varkey is focused on ensuring long-term sustainability.

"I'm perfectly fine with taking things slowly. My priority is to make sure the model is sound first," he says.

Offer Approved is currently seeking season ticket holders and partnerships to build supply. He has also been in conversations with Toyota Center, NRG Stadium, and Minute Maid Park and their sports teams.

From corporate worker to visionary founder

Jerin Varkey founded Offer Approved to target unsold resale tickets to sporting events. Photo courtesy of Offer Approved

Varkey’s entrepreneurial journey started in the corporate world at Shell where he worked for ten years within capital project management and business improvement.

“It was a great experience, and I learned a lot, but I constantly felt the urge to say, 'This could be improved if we made some changes.' That kind of flexibility just wasn't possible in large corporate environments,” he recalls.

Varkey says he always tried to build innovative projects on the side until he finally left the company in 2018 and started working for venture-backed startups, where he found a space to bring his ideas to life.

For the past five years, Varkey has worked for startups like Gympass and Entera as a head of strategy and analytics. Now, as the founder of Offer Approved, he continues to work on new projects while driving his ticketing platform forward in Houston.

Varkey’s vision goes beyond just sports tickets and local markets — he aims to expand into areas like restaurant reservations, hotel stays, and other time-sensitive services, even offering deals to clients when traveling or exploring new cities.

“I believe in the power of negotiation, and I envision a future where people can make offers on anything with an expiration date,” he says.

This Houston startup has fresh funding to build out its data intelligence platform. Photo via aim7.com

Houston sportstech platform raises $1.3M seed round

fresh funding

How many times have you forced yourself to do an arduous workout when you just weren’t feeling it? Despite what some trainers will tell you, you probably didn’t feel any better after. Sports scientist Dr. Erik Korem could have told you that, but more importantly, so could his creation, AIM7.

Marketed as “the fastest, easiest way to change your habits and improve your health,” Korem just raised a $1.3 million seed round that will bring his ambitious app to consumers in its beta form early next month.

The data intelligence platform would know that on a day that you’re stressed, that Peloton tabata ride might not be in your best interest. How? “The data from your Apple Watch or your Fitbit is just data. ‘I walked 7000 steps or I slept 8 hours,’” explains Korem. “We are the recommendation engine that makes this usable for you.”

When using AIM7, there’s no sticking to a set schedule of workouts. With both short term and long term goals in mind, the technology tells you what your body needs when you need it. On a day that your health tracking device notes that you haven’t slept well and your body is stressed, Korem says, the run you had planned may be replaced by a more realistic 20 minutes of yoga.

Korem’s team member, Dr. Chris Morris coined the term “fluid periodization” and has published academic work on the concept.

“Just because you have something written on paper doesn’t mean that your body is going to adapt to that stress,” says Korem. In the sports world, that means tailoring workouts to the immediate situation — and reaping improvements in performance.

Korem should know. He’s been using this concept for years as a High Performance director for both college and professional football teams, a trainer for gold medal Olympians and even working with the United States Department of Defense. In 2016, then-GM of the Houston Texans, Rick Smith, hired Korem to work his magic on his team as one of pro football’s first directors of sports science. His time with the Texans ended in 2018, but it provided him with a key investor—Smith himself.

The $1.3 million, which Korem says AIM7 will use to hire more engineers to add to his team, owes much to his success at last month’s Houston-based Dress Up Buttercup pitch contest, Build Up Buttercup. Hosted by local fashion blogger and influencer Dede Raad and her husband, Ted, the contest gave Korem a forum to share his story.

“I didn’t quite understand the scope of it,” he admits. “I didn’t realize it was going to be this full ‘Shark Tank’ thing, but I prepared and memorized my pitch. It’s just game time, right?”

Other investors include John Jarrett of Academy Sports and Outdoors, former Cleveland Browns coach Freddie Kitchens, and Jamaican track-and-field Olympian Veronica Campbell Brown, whom Korem has trained for years.

Currently, AIM7 boasts a remote team of five full-time employees as well as many more part-time helpers. As the brand, which Korem started in 2020, takes off, Korem says, “My dream is to build a standalone health and wellness tech company in Houston… I want to set up something really special in Houston.”

Erik Korem founded AIM7, which just closed $1.3 million in seed funding. Photo via aim7.com

These sports innovation companies have joined Pokatok. Photo via Getty Images

6 startups join Houston sports tech program

ready to grow

A Houston-based organization focused on advancing sports tech startups has named its latest cohort.

Pokatok Labs announced the addition of six companies to its portfolio as the program — focused on seed and series A startups across health tech, gaming, fan experience, and more — kicks off. Lasting nine weeks and held twice a year, Pokatok's inaugural cohort was announced in May. Participating companies receive access to a network of organizations, advisors, investors, and subject matter experts within sports tech.

"We are pumped to launch our second cohort of all-star companies. If it's possible, this collection of startups may be even more outstanding than the last group," says Lawson Gow, Pokatok's co-founder. "We are eager to immerse them into the Texas market and to otherwise support their growth in any way that we can."

Gow, founder of The Cannon, launched the program with Chris Buckner, founder of Mainline, and Alex Gras, former chief commercial officer of The Cannon. (Note: Lawson Gow is the son of David Gow, the CEO of InnovationMap's parent company, Gow Media.)

The fall 2022 cohort for Pokatok includes:

Adapt Brands

Image via adaptbrands.com

California-based Adapt Brands is a superfood company that's creating Hemp-infused products as natural alternatives to synthetic beverages, supplements, and opioids. The company is founded by CEO Richard Harrington.

AGOGIE

Image via agogie.com

AGOGIE — based in St. Louis, Missouri, and founded by CEO Aaron Mottern — designs apparel with resistance bands built inside, creating a new category of apparel that burns calories and fat, activates and strengthens muscle, and is suitable for all day wear.

Fabric

Photo via fabric.space

Los Angeles-based Fabric brings fandom to the metaverse with its a geospatial web platform that enables sports teams to create and launch a Space, an interactive and social 3D jumbotron.

Ongo

Image via ongo.com

Ongo, headquartered in San Francisco, is a subscription-based software company designing solutions for users to approach health and wellness.

Recut

Image via Unsplash

New York-based Recut provides tools for users to personalized video content at scale.

Tallysight

Image via tallysight.com

Tallysight, founded in San Diego by CEO Matt Peterson, is an all-in-one creator monetization platform for individuals and businesses in digital sports media and betting.


nVenue's proprietary predictive analytics appear at the bottom right corner of the screen on Apple TV broadcasts. Photo via nvenue.com

This Houston-born sports tech is changing the game when it comes to fan-accessible data

by the numbers

Using technology to solve big problems has always been Kelly Pracht's career, but she never thought she'd be able use her skills for the sports world she's a lifelong fan of.

After spending nearly 20 years at HP Inc. in various leadership roles and across technology, Pract was watching a baseball game when something clicked for her. Baseball — and its endless data points and metrics — wasn't serving up analytics that the fans cared about. Teams and leagues had their own metic priorities, but fans just want to engage with the game, their team, and the players.

"I saw a gap in how we handle the data coming from the field and how that can impact the fan — and nobody was getting it right," Pracht, co-founder and CEO of nVenue, tells InnovationMap. "I saw technologists coming up with the most nonsensical solutions. For fans like me, coming from my crazy sports family from West Texas where my dad was a coach, I knew that these solutions were a huge miss."

She gives the example of a wearable technology for the viewer at home that can feel what it feels like for the players on the field who get hit. Pracht says it seems like companies were trying to fit technology into the sport, rather than thinking of what the fans really wanted.

She had the idea for a data-driven fan tool in 2017 and nVenue was born. She started building out the code and the team started testing it out at Astros games at Minute Maid.

"What great years to develop this platform. It was fun — these were not boring baseball games," Pracht says. The Astros have won their division four out of the past five years, including winning the World Series in 2017.

Kelly Pracht is the CEO and co-founder of nVenue. Photo courtesy of nVenue

At first, nVenue was using historical data, and that in itself was impressive. But then, Pracht and her team decided to take it live. After building its proprietary analytics platform, nVenue could use data to make predictions in real time.

"We spent over a year — all of 2019 — mastering timing and putting it into a platform," Pracht says, explaining how they built out the artificial intelligence and designed an app for fans to interface with. "We wanted to be able to predict and play. We had over 180 people during the 2019 World Series and playoffs."

The app and algorithm were good — and nVenue expanded into football. Then, the pandemic hit and sports halted completely. Pracht says they pivoted to a B2B model but wasn't seeing any real opportunities for the platform — until the 2021 Comcast NBCUniversal SportsTech Accelerator.

"In kind of a last-ditch effort, we applied to the NBC Comcast accelerator somewhere around August or September of 2020," Pracht says, explaining that she wasn't seeing a sustainable business so it was get into the program or close up shop. "And we got in. They just resonated with everything we said — we found our people."

The accelerator gave nVenue the jumpstart it needed, and as sports returned, the company found its momentum again. Now, the company is headquartered in Dallas with 14 employees all over and three — including Pracht — in Houston. The company has raised its $3.5 million seed round co-led by KB Partners and Corazon Capital and plans to raise a Series A next year.

After a few broadcasts last season, opportunity came knocking by way of Apple TV and Houston-based TV Graphics. The companies collaborated on a deal and, two weeks before the 2022 season started, nVenue got the greenlight to have onscreen analytics on Apple TV broadcasts.

"In under two weeks we structured the deal, convinced them it worked, pulled together every bit of testing we could — by then we only had one week of pre-season games to test — and we pulled it off," Pracht says.

The technology has tons of potential when it comes to sports betting, which is a growing business across the country. Pracht says nVenue isn't looking to compete with the providers on the scene, but instead work with them as an analytics tool.

"We broke down the market down to microbets or in-the-moment bets that are going to happen annually by 2025 — it's 156 billion microbets a year, which turns out to be 3 billion a week," Pracht says.

She adds that new technologies in the streaming world – like no-delay, latency streaming — is only going to make the sports betting world more lucrative, and nVenue will be right there to ride that wave.

Ad Placement 300x100
Ad Placement 300x600

CultureMap Emails are Awesome

Houston researchers develop material to boost AI speed and cut energy use

ai research

A team of researchers at the University of Houston has developed an innovative thin-film material that they believe will make AI devices faster and more energy efficient.

AI data centers consume massive amounts of electricity and use large cooling systems to operate, adding a strain on overall energy consumption.

“AI has made our energy needs explode,” Alamgir Karim, Dow Chair and Welch Foundation Professor at the William A. Brookshire Department of Chemical and Biomolecular Engineering at UH, explained in a news release. “Many AI data centers employ vast cooling systems that consume large amounts of electricity to keep the thousands of servers with integrated circuit chips running optimally at low temperatures to maintain high data processing speed, have shorter response time and extend chip lifetime.”

In a report recently published in ACS Nano, Karim and a team of researchers introduced a specialized two-dimensional thin film dielectric, or electric insulator. The film, which does not store electricity, could be used to replace traditional, heat-generating components in integrated circuit chips, which are essential hardware powering AI.

The thinner film material aims to reduce the significant energy cost and heat produced by the high-performance computing necessary for AI.

Karim and his former doctoral student, Maninderjeet Singh, used Nobel prize-winning organic framework materials to develop the film. Singh, now a postdoctoral researcher at Columbia University, developed the materials during his doctoral training at UH, along with Devin Shaffer, a UH professor of civil engineering, and doctoral student Erin Schroeder.

Their study shows that dielectrics with high permittivity (high-k) store more electrical energy and dissipate more energy as heat than those with low-k materials. Karim focused on low-k materials made from light elements, like carbon, that would allow chips to run cooler and faster.

The team then created new materials with carbon and other light elements, forming covalently bonded sheetlike films with highly porous crystalline structures using a process known as synthetic interfacial polymerization. Then they studied their electronic properties and applications in devices.

According to the report, the film was suitable for high-voltage, high-power devices while maintaining thermal stability at elevated operating temperatures.

“These next-generation materials are expected to boost the performance of AI and conventional electronics devices significantly,” Singh added in the release.

Houston to become 'global leader in brain health' and more innovation news

Top Topics

Editor's note: The most-read Houston innovation news this month is centered around brain health, from the launch of Project Metis to Rice''s new Amyloid Mechanism and Disease Center. Here are the five most popular InnovationMap stories from December 1-15, 2025:

1. Houston institutions launch Project Metis to position region as global leader in brain health

The Rice Brain Institute, UTMB's Moody Brain Health Institute and Memorial Hermann’s comprehensive neurology care department will lead Project Metis. Photo via Unsplash.

Leaders in Houston's health care and innovation sectors have joined the Center for Houston’s Future to launch an initiative that aims to make the Greater Houston Area "the global leader of brain health." The multi-year Project Metis, named after the Greek goddess of wisdom and deep thought, will be led by the newly formed Rice Brain Institute, The University of Texas Medical Branch's Moody Brain Health Institute and Memorial Hermann’s comprehensive neurology care department. The initiative comes on the heels of Texas voters overwhelmingly approving a ballot measure to launch the $3 billion, state-funded Dementia Prevention and Research Institute of Texas (DPRIT). Continue reading.

2.Rice University researchers unveil new model that could sharpen MRI scans

New findings from a team of Rice University researchers could enhance MRI clarity. Photo via Unsplash.

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 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.” Continue reading.

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

The new Amyloid Mechanism and Disease Center will serve as the neuroscience branch of Rice’s Brain Institute. Photo via Unsplash.

Rice University has launched its new Amyloid Mechanism and Disease Center, 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. Continue reading.

4. Baylor center receives $10M NIH grant to continue rare disease research

BCM's Center for Precision Medicine Models has received funding that will allow it to study more complex diseases. Photo via Getty Images

Baylor College of Medicine’s Center for Precision Medicine Models has received a $10 million, five-year grant from the National Institutes of Health that will allow it to continue its work studying rare genetic diseases. The Center for Precision Medicine Models creates customized cell, fly and mouse models that mimic specific genetic variations found in patients, helping scientists to better understand how genetic changes cause disease and explore potential treatments. Continue reading.

5. Luxury transportation startup connects Houston with Austin and San Antonio

Shutto is a new option for Houston commuters. Photo courtesy of Shutto

Houston business and leisure travelers have a luxe new way to hop between Texas cities. Transportation startup Shutto has launched luxury van service connecting San Antonio, Austin, and Houston, offering travelers a comfortable alternative to flying or long-haul rideshare. Continue reading.

Texas falls to bottom of national list for AI-related job openings

jobs report

For all the hoopla over AI in the American workforce, Texas’ share of AI-related job openings falls short of every state except Pennsylvania and Florida.

A study by Unit4, a provider of cloud-based enterprise resource planning (ERP) software for businesses, puts Texas at No. 49 among the states with the highest share of AI-focused jobs. Just 9.39 percent of Texas job postings examined by Unit4 mentioned AI.

Behind Texas are No. 49 Pennsylvania (9.24 percent of jobs related to AI) and No. 50 Florida (9.04 percent). One spot ahead of Texas, at No. 47, is California (9.56 percent).

Unit4 notes that Texas’ and Florida’s low rankings show “AI hiring concentration isn’t necessarily tied to population size or GDP.”

“For years, California, Texas, and New York dominated tech hiring, but that’s changing fast. High living costs, remote work culture, and the democratization of AI tools mean smaller states can now compete,” Unit4 spokesperson Mark Baars said in a release.

The No. 1 state is Wyoming, where 20.38 percent of job openings were related to AI. The Cowboy State was followed by Vermont at No. 2 (20.34 percent) and Rhode Island at No. 3 (19.74 percent).

“A company in Wyoming can hire an AI engineer from anywhere, and startups in Vermont can build powerful AI systems without being based in Silicon Valley,” Baars added.

The study analyzed LinkedIn job postings across all 50 states to determine which ones were leading in AI employment. Unit4 came up with percentages by dividing the total number of job postings in a state by the total number of AI-related job postings.

Experts suggest that while states like Texas, California and Florida “have a vast number of total job postings, the sheer volume of non-AI jobs dilutes their AI concentration ratio,” according to Unit4. “Moreover, many major tech firms headquartered in California are outsourcing AI roles to smaller, more affordable markets, creating a redistribution of AI employment opportunities.”