Mobile vet business, virtual reality for space, plant-based biotech, and more — all this innovation and more is coming out of Houston startups. Courtesy photos

Editor's note: As 2020 comes to a close, InnovationMap is looking back at the year's top stories in Houston innovation. This past year, InnovationMap featured profiles on dozens of these Houston startups — from blockchain and software companies to startups with solutions in health care and oil and gas. Here are excerpts of 10 that stood out throughout 2020 — be sure to click through to read the full story.

Houston health tech startup moves into new office amid major growth

BrainCheck has moved to a new office as it grows its team and expands its product. Natalie Harms/InnovationMap

Following a series A round of fundraising, a Houston digital health startup is on a bit of a hiring spree, leading to new office space the company has room to grow into.

BrainCheck, which was founded in 2015 by neuroscientist David Eagleman, is a cognitive assessment startup that has developed a software tool for primary care doctors to use to assess their patients' cognitive health so that they can more quickly diagnose and treat them for maladies like dementia.

The 19-person company headquartered in Houston — with a secondary office in Austin focused on product development — has relocated its operations from coworking space in the Texas Medical Center to an office in the Rice Village area. The move was made possible by an $8 million series A financing round that closed in October.

"It's pretty exciting to have reached this milestone where we need more space," Yael Katz, co-founder and CEO of BrainCheck, tells InnovationMap. "We were pretty much bursting at the seams in our old office." Click here to continue reading.

Houston startup raises $30M, plans to be 'next iconic chemical company' with plant-based alternatives

Solugen, which uses plant-centered biotechnology to produce environmentally friendly chemicals, has raised an additional $30 million and is speculated to soon reach unicorn status. Photo via solugentech.com

While Forbes recently anointed Houston-based Solugen Inc. as one of the next billion-dollar "unicorns" in the startup world, Dr. Gaurab Chakrabarti shrugs off the unicorn buzz.

Chakrabarti, a physician and scientist who's co-founder and CEO of the startup, concedes he doesn't know whether Solugen will be worth $1 billion or not. But he does know that the startup aspires to be a key competitor in the emerging "climate tech" sector, whose players strive to combat climate change. Chakrabarti estimates the climate-tech chemical space alone represents a global market opportunity valued at $1 trillion to $2 trillion per year.

Solugen's overarching goal in the climate-tech market: Replace petroleum-based chemicals with plant-based substitutes.

"I'd love it if we were the poster child that drives climate tech to be the next big, sexy trend," Chakrabarti says.

Chakrabarti acknowledges Solugen's investors, executives, and employees hope the startup succeeds financially. But success, he believes, goes beyond making money and plotting an exit strategy. Instead, Chakrabarti emphasizes "a shift in thinking" on climate tech that he says promises to transform the fledgling sector into a "true niche" that'll be "good for everyone." Click here to continue reading.

Houston mobile vet company plans to roll out services statewide

A Houston vet has seen growth in business for her mobile vet company due to the pandemic. Now, she's planning major growth. Photo courtesy of Rollin' Vets

It's safe to say that the real winners of work-from-home trends that sparked due to the pandemic are our pets. Dogs and cats that were used to not seeing their owners for eight hours every work day now have 24-hour access to attention, treats, and ear scratches.

This increased attention pets are getting from their owners has also meant an increased awareness of pet health, says Katie Eick, founder of Houston-based Rollin' Vets, a startup that has mobilized veterinary services.

"People are home and observing their animals more. They're seeing and recognizing things they might not have if they were at work all day," Eick says.

That's, of course, not the only way the pandemic has affected business for Eick. She founded her company in 2016 and was seeing steady growth as delivery and on-demand services like Uber, DoorDash, etc. increased in use and awareness. Click here to continue reading.

With fresh funds, this Houston entrepreneur plans to scale his industrial e-commerce startup

Tim Neal, CEO of Houston-based GoExpedi, shares how his company plans to scale following its recent series C closing. Photo by Colt Melrose for GoExpedi

Consumers are getting more and more used to picking up their laptops or phones and ordering everyday items in just a few clicks or taps — and seeing those items delivered in just a few days. To Tim Neal, CEO of Houston-based GoExpedi, ordering parts and tools for industrial businesses should be just as easy.

GoExpedi, which just closed a $25 million series C round, has seen rising demand for its e-commerce platform focused on industrial orders, and Neal credits this demand on a change in mindset within the industrial sector. Additionally, he says he's seen clients more and more focused on cutting costs.

Neal shared his company's plans for growth and scale, as well as how fundraising during a pandemic went, in an interview with InnovationMap. Click here to continue reading.

Family-owned composting startup redesigns how Houston disposes of waste

A Houston-area family has made it their business to help Houstonians reduce waste in a convenient, sustainable way. Photo courtesy of Happy Earth Compost

Jesse Stowers has always strived to do his part for the environment. From recycling and making eco-conscious choices, the Stowers were doing everything right, but was it enough?

The family of five was throwing away two trash bags of waste a day that would later end up in landfills until Stowers stumbled on composting as a solution. In May, he launched Happy Earth Compost, a company set on making Houston more sustainable.

If you're unfamiliar with composting, get ready for a crash course. Composting is a sustainable method of decomposing organic solid wastes and turning that waste into compost, a substance that helps plants grow. Food scraps and household items like rice, pasta, meat, poultry, fish, vegetables, fruits, coffee grounds, spoiled food, and tea bags are just a few of the many things that can be composted rather than thrown away.

"Your food waste and compostable waste is anywhere from 25 to 50 percent depending on the family," explains Stowers. According to Happy Earth Compost, one human creates an estimated 1,642 pounds of trash each year. Click here to continue reading.

Houston virtual reality company collaborates with space health organization

Houston-based Z3VR has been granted $500,000 to work or virtual reality applications in space. Photo courtesy of Z3VR

Houston-based startup Z3VR received a $500,000 grant from Baylor College of Medicine's Translational Research Institute for Space Health, or TRISH, last month to continue exploring how the wide world of virtual reality can boost mental and physical health for astronauts on a mission to Mars.

Founded in 2017 by a group of emerging tech enthusiasts, Z3VR discovered its niche in what CEO Josh Ruben calls the "intersection of biosensors and VR" and began consulting with TRISH in 2018. Last year, the company received its first funding from the institution to create virtual reality platforms that promote exercise and provide additional sensory experiences for isolated Mars-bound astronauts.

This new grant, however, takes Z3VR's mission one step farther. The year-long grant will allow Z3VR, in partnership with NASA labs in California and Houston, to further develop their VR platform to use eye movement tracking to identify cognitive, psychiatric, or ophthalmological issues before they arise.

Getting out ahead of issues is more important than ever on the Mission to Mars. Because of the duration and distance of the mission, these astronauts will be uniquely isolated and will face a communication lag of up to 45 minutes between space shuttle and command center.

"What that means from a health care perspective is that pretty much everything you need to treat and diagnose these astronauts needs to be self contained on the spacecraft itself," Ruben says. "The system that we are building is sensitive enough to pick up on these cognitive, ophthalmological, and psychiatric conditions well before they become clinically relevant. It'll be long before the astronaut knows there's a problem. That's the hope." Click here to continue reading.

Houston startup — buoyed by Halliburton — plans to scale

Houston-based Nanotech was the first company to be selected for Halliburton Labs, a recently announced startup incubator. Photo via halliburtonlabs.com

A Houston-based material science startup that uses nanotechnology for thermal insulation and fireproofing has been chosen as the first participant of Halliburton Labs, an innovation incubator, announced late last month by the oil and gas giant.

Halliburton Company chose Nanotech Inc., among a round of contenders to be the first participant of their 12-month program located at their Houston headquarters. Halliburton will provide Nanotech with its own office space, access to Halliburton facilities, technical expertise, and an extensive network to accelerate their product to market.

"With Nanotech's shield material we can have fireproofing infrastructure, saving lives and helping save the planet," says Mike Francis, CEO of Nanotech. "But it's tremendously difficult to scale our small lab to take our product globally, so when we heard about this opportunity with Halliburton Labs, we jumped immediately on it."

Nanotech Inc., started with a singular technology and a simple mission to fireproof the world and reduce energy consumption globally. The base nano shield, flex shield, and forged shield products contain nanoparticles ranging from 1 micrometer to 1 nanometer in a water-based solution with other inorganic compounds. The coating is heat resistant, non-flammable, and the nontoxic properties ensure it is sustainable for the environment. Click here to continue reading.Click here to continue reading.

This Houston tech startup is helping businesses find the funds during COVID-19 crisis and beyond

Houston startup Grant Source, which helps its clients find the right grants to apply for, has seen a surge in business amid the coronavirus shutdown. Getty Images

Since 2015, Grant Source has perfected the art of helping businesses, foundations, and organizations find and secure grant funding — and now their expertise has become vital to COVID-19 response initiatives.

With the devastation caused by the novel coronavirus, America's medical organizations have been scrambling to obtain the funds required to purchase the testing kits, masks, PPE, and other life-saving products needed to help curb the effects of the global pandemic and now, thanks to the mobile and web platform, they're getting the assistance they need to accomplish that goal.

"COVID-19 response is actually our claim to fame right now," says Allen Thornton, founder and CEO of Grant Source. "We have probably done more business in the last few months than we have since we started. Simply because we are helping people find grants with the CARES Act. There's over $500 billion out there, which has created overnight a $40 billion market opportunity for us."

Grant Source has worked extensively with city, county, state, and government agencies to secure grant funding, which is why they have become a game changer for those that need emergency capital to combat COVID-19's challenges. Click here to continue reading.

Houston energy tech startup raises $11M to grow its team locally

Houston-based Datagration Solutions Inc. has raised millions in its latest round — led partially by a local VC firm — to grow its local presence. Photo via Datagration Solutions/Facebook

An $11 million round of funding will fuel national and international growth at Houston-based Datagration Solutions Inc., whose cloud-based software aggregates data to improve workflows and analytics at upstream oil and gas operators.

Houston-based venture capital firm Quantum Energy Partners LLC and New York City-based venture capital firm Global Reserve Group LLC led the round. Datagration represents the sixth investment in energy tech involving the duo of Quantum Energy Partners and Global Reserve Group.

Braxton Huggins, chief marketing officer at Datagration, says the new capital will enable the company to build a technology team in Houston; add to its operations, sales, and marketing team in Houston; and supplement its development team in Austria. These new hires will help Datagration expand its national and international market presence, he says.

Huggins says Datagration aims to more than double in size by the end of 2021. The startup currently employs more than 30 people. Click here to continue reading.

Houston startup uses artificial intelligence to bring its clients better business forecasting calculations

Houston-based Complete Intelligence was just recognized by Capital Factory as the "Newcomer of the Year." Photo via completeintel.com

The business applications of artificial intelligence are boundless. Tony Nash realized AI's potential in an underserved niche.

His startup, Complete Intelligence, uses AI to focus on decision support, which looks at the data and behavior of costs and prices within a global ecosystem in a global environment to help top-tier companies make better business decisions.

"The problem that were solving is companies don't predict their costs and revenues very well," says Nash, the CEO and founder of Complete Intelligence. "There are really high error rates in company costs and revenue forecasts and so what we've done is built a globally integrated artificial intelligence platform that can help people predict their costs and their revenues with a very low error rate."

Founded in 2015, Complete Intelligence is an AI platform that forecasts assets and allows evaluation of currencies, commodities, equity indices and economics. The Woodlands-based company also does advanced procurement and revenue for corporate clients.

"We've spent a couple years building this," says Nash. "We have a platform that is helping clients with planning, finance, procurement and sales and a host of other things. We are forecasting equity markets; we are forecasting commodity prices, currencies, economics and trades. We built a model of the global economy and transactions across the global economy, so it's a very large, very detailed artificial intelligence platform."

That platform, CI Futures, has streamlined comprehensive price forecasting and data analysis, allowing for sound, data-based decisions.

"Our products are pretty simple," says Nash. "We have our basic off the shelf forecast which is called CI Futures, which is currencies, commodities, equities and economics and trade. Its basic raw data forecasts. We distribute that raw data on our website and other data distribution websites. We also have a product called Cost Flow, which is our procurement forecasting engine, where we build a material level forecasting for clients." Click here to continue reading.

This week's innovators to know are focused on using artificial intelligence in data management, banking for startups, and 5G awareness in Houston. Courtesy photos

3 Houston innovators to know this week

Who's who

This year, Houston's innovation ecosystem is set to change tenfold — from the rise of 5G to burgeoning startup and entrepreneurial hubs emerging across town.

Today's featured innovators know a bit about these movements — from an entrepreneur using artificial intelligence in data management for his clients to a banking exec who went all-in on startups.

Tony Nash, founder and CEO of Complete Intelligence

tony nash

Courtesy of Complete Intelligence

Every company wishes they have a crystal ball when it comes to making business decisions, and while a physical iteration of that wish isn't possible, Tony Nash has developed the next best thing for his clients at his startup, Complete Intelligence.

Founded in 2015, Complete Intelligence is an AI platform that forecasts assets and allows evaluation of currencies, commodities, equity indices and economics. The Woodlands-based company also does advanced procurement and revenue for corporate clients.

"We've spent a couple years building this," says Nash in a recent InnovationMap interview. "We have a platform that is helping clients with planning, finance, procurement and sales and a host of other things. ... We built a model of the global economy and transactions across the global economy, so it's a very large, very detailed artificial intelligence platform." Read more.

Brian Richards, Houston innovation hub director at Accenture and board member at Houston Exponential

brian richards

Courtesy of Accenture

The rise of 5G in Houston feels familiar to Brian Richards. He writes in a recent guest column that the development of the technology is similar to the moment in Houston's history when NASA landed a man on the moon.

There are a few similarities Richards expresses in his article, as well as providing more information about 5G itself, but the undeniable fact is 5G will create a lasting impact in Houston.

"Above all, as Houston continues to race toward building a world-class innovation ecosystem and a sustainable, thriving economy, we simply can't take our foot off the gas in the 5G race — much like the moon race," he writes. "It's an imperative that the region continue to lead in 5G network adoption and that our local industries and businesses envision, plan and develop new ways of working." Read more.

Jimmy Allen, executive vice president and chief operating officer of Texas Citizens Bank

jimmy allen

Courtesy of Texas Citizens Bank

It's become a bit of a trend to see banks taking a bet on startups — Capital One, for instance, has even entered the coworking industry itself. And one Houston-area bank has become an early adopter of this trend locally.

Jimmy Allen, executive vice president and chief operating officer of Texas Citizens Bank, says the bank's new 3,900-square-foot location — its seventh branch in the Houston area — fits perfectly within The Cannon's 120,000-square-foot building in West Houston, which Texas Citizens helped build. The branch opened in December 2019; the grand opening is planned for January 2020.

"Owner-operated businesses are both the genesis of our business model and [a] key customer segment served," says Allen, who was named to his position in November. "A subset of that group certainly includes young, relatively new companies, which favor the current trend in coworking or live-work-play communities." Read more.

Houston-based Complete Intelligence was just recognized by Capital Factory as the "Newcomer of the Year." Photo via completeintel.com

Houston startup uses artificial intelligence to bring its clients better business forecasting calculations

AI on the mind

The business applications of artificial intelligence are boundless. Tony Nash realized AI's potential in an underserved niche.

His startup, Complete Intelligence, uses AI to focus on decision support, which looks at the data and behavior of costs and prices within a global ecosystem in a global environment to help top-tier companies make better business decisions.

"The problem that were solving is companies don't predict their costs and revenues very well," says Nash, the CEO and founder of Complete Intelligence. "There are really high error rates in company costs and revenue forecasts and so what we've done is built a globally integrated artificial intelligence platform that can help people predict their costs and their revenues with a very low error rate."

Founded in 2015, Complete Intelligence is an AI platform that forecasts assets and allows evaluation of currencies, commodities, equity indices and economics. The Woodlands-based company also does advanced procurement and revenue for corporate clients.

"We've spent a couple years building this," says Nash. "We have a platform that is helping clients with planning, finance, procurement and sales and a host of other things. We are forecasting equity markets; we are forecasting commodity prices, currencies, economics and trades. We built a model of the global economy and transactions across the global economy, so it's a very large, very detailed artificial intelligence platform."

That platform, CI Futures, has streamlined comprehensive price forecasting and data analysis, allowing for sound, data-based decisions.

"Our products are pretty simple," says Nash. "We have our basic off the shelf forecast which is called CI Futures, which is currencies, commodities, equities and economics and trade. Its basic raw data forecasts. We distribute that raw data on our website and other data distribution websites. We also have a product called Cost Flow, which is our procurement forecasting engine, where we build a material level forecasting for clients.


completeintel.com

"Then we have a product that we'll launch next year called Revenue Flow, which is a sales forecasting tool that will use balance of both client data and publicly available data to forecast client sales by product, by geography and so on and so forth. So we really only do three things: revenues, costs and raw data forecasts."

Forecasting across industries

Complete Intelligence's Cost Flow and Revenue Flow products are specific to direct clients. They are working with clients in the food and beverage sector, the energy sector, the chemical sector, and the technology sector.

"Anybody that manufactures a tangible good, should use our product," says Nash. "Because we can take their historical data we can configure their bills of material and they can see the exact cost and exact revenue of those products by month over time."

CI is not a consulting firm, so they offer their clients an annual license, which allows them to receive updated forecasts every month to understand how markets will iterate over time.

"We're integrating with the client's enterprise data," says Nash. "Whether it's their ERP system or their procurement system or their CRM, we're integrating with client's enterprise data, and we're creating forecast outlooks that are perfectly contextually relevant for client buying decisions."

Called out by Capital Factory

As a business solution, CI has garnered widespread industry confidence and accolades, such as Capital Factory's coveted "Newcomer of the Year" award, which recognizes innovative companies from a pool of 110 startups in Texas.

"Honestly, I couldn't believe it because with a startup like ours, there's so much hard work that goes into it, there's so much time, there's so much persistence," says Nash.

"And the types of startups that Capital Factory attracts are very competitive startups, so for us to receive this award, it's given us a huge amount of credibility in the market and it's really encouraged the team inside the company to understand that what we're doing is being recognized, it's meaningful and we're really going places."

From consulting to billions of monthly calculations

Nash is no stranger to going places. Before setting up shop in his native Texas, he lived in Singapore for 15 years where he started his career in sourcing and procurement for American retail firms.

"I became very sensitive to costs, cost inflections and I got very involved in global sourcing and international trade and then I did a couple of corporate turnarounds and start ups and so with that you see costs as an issue with those types of firms," Nash says.

He then worked with the Economist running their global research business. There, he grew familiar with how clients and customers use data. At IHS Markit, a global information provider.

"When I was working with those firms, those firms helped companies with planning," says Nash. "The problem is that those firms have very large errors in their forecasts. It is not just the internal forecasts that have a 30 percent or higher error rate in their forecasts, even the industry forecasters typically have around a 20 percent error rates in their forecasts.

"Even the people who should actually know where prices are going are not very good forecasters. With Complete Intelligence, we wanted to use data and use artificial intelligence to machine learning to create a better way to identify where costs and revenues will go for companies."

Every month, CI runs billions of calculations. They test their error rates and record them for clients that request them. With 700 assets that they show publicly, CI their average error rate is 3.7 percent, which is dramatically lower than both corporate procurement professionals and industry experts.

"With us doing billions of calculations, it allows us to run simulations and scenarios that your average analyst just can't do and most companies haven't even thought of. We're able to run a comprehensive view of activities in the world to understand how things directly and indirectly affect a cost. In Houston, for example, that could be crude oil or natural gas or something like that."

Proving its value

Last year, the company tested its platform with a natural gas trader. After reviewing the data, CI revealed to the client that natural gas would fall by 40 percent over the next year.

"They looked at our forecast and said they couldn't work with us because it didn't make sense," says Nash. "A 40 percent fall didn't make sense, so they didn't subscribe to us. That was 2018. What has happened over the past 12 months? Natural gas prices had fallen by 49 percent. You would look at our forecasts and say, 'Wow, that's a dramatic drop over 12 months.' But reality was even more dramatic than that and there weren't analysts out there saying what our model was telling us."

That natural gas trading company never admitted its faux pas, but if they had listened to CI, they could have positioned themselves to negotiate their vendors down for their cost base, which helps the margin of their business.

"Nobody ever admits mistakes," says Nash. "But when you think about the numerous materials that require natural gas, especially things that are manufactured in Houston, it affects a lot of costs."

Houston roots — by way of Asia

The missed opportunity with the natural gas trader notwithstanding, Nash is happy that he brought Complete Intelligence to Houston.

"I went to Texas A&M and grew up in Texas, so I moved back to Texas knowing how good Americans are with planning, with math and with data. I like Houston because people make stuff in Houston," Nash says. "We just found Houston to be perfect after spending 15 years in Asia given the global centrality of Houston. The industry's here and there's a lot of diversity in Houston."

Nash's expectation was that he would be able to work with Western multinationals to improve their analytics and their artificial intelligence processes because he has learned that there is a lot of pressure in American financial markets and analysts communities to really know what is happening within companies.

"We want companies to be able to really tightly plan their costs so they can better improve their profitability," says Nash. "That's what I wanted to do when we moved to the U.S. and we're finding that there's a lot of interest from companies."

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Who are Houston's top innovators? Nominate now for 2026 Houston Innovation Awards

Calling All Innovators

Calling all Houston innovators: The 2026 Houston Innovation Awards, presented by InnovationMap, return this fall to celebrate the best and brightest in the Houston innovation ecosystem right now.

We're asking you to nominate Houston's top innovators and startups for this year's awards. Nominations are open now through August 27 and can be made on behalf of yourself, your organization, and other influential leaders in the local innovation scene.

The annual awards program recognizes the most innovative individuals and companies in Houston across 10 prestigious categories.

This year's awards will honor the following categories:

  • Minority-founded Business, honoring an innovative startup founded or co-founded by BIPOC or LGBTQ+ representation.
  • Female-founded Business, honoring an innovative startup founded or co-founded by a woman.
  • Energy Transition Business, honoring an innovative startup providing a solution within renewables, climatetech, clean energy, alternative materials, circular economy, and beyond.
  • Health Tech Business, honoring an innovative startup within the health and medical technology sectors.
  • Deep Tech Business, honoring an innovative startup providing technology solutions based on substantial scientific or engineering challenges, including those in the AI, robotics, and space sectors.
  • Startup of the Year (People's Choice), honoring a startup celebrating a recent milestone or success. The winner will be selected by the community via an interactive voting experience.
  • Scaleup of the Year, honoring an innovative later-stage startup that's recently reached a significant milestone in company growth.
  • Incubator/Accelerator of the Year, honoring a local incubator or accelerator that is championing and fueling the growth of Houston startups.
  • Mentor of the Year, honoring an individual who dedicates their time and expertise to guide and support budding entrepreneurs.
  • Trailblazer, honoring an innovator who's made a lasting impact on the Houston innovation community.

You have three weeks to submit nominees, so don't delay — nominate today at this link or fill out the form below. Qualified nominees will receive a formal application to complete, which will be reviewed by our esteemed panel of judges to determine the finalists and winners.

More announcements about the 2026 Houston Innovation Awards are coming soon, including an introduction to this year's panel of judges. Interested in sponsoring the 2026 Houston Innovation Awards? Please contact sales@innovationmap.com.

KBR unveils name, branding for new government services spinoff

new identity

Houston-based KBR Inc.'s new Mission Technology Solutions unit officially has a name.

The previously announced government services spinoff, which until now has been nicknamed SpinCo, will now be known as Trinzic. The company said in a news release that the name was inspired by the word intrinsic, "reflecting essential, built-in capabilities and deep expertise operating in some of the world’s most complex and mission-critical environments."

New York-based firm Siegel + Gale developed the company's new brand. In addition to the new name, the company shares that its new logo will feature a stylized letter N, with brand colors in orange and gray.

“Trinzic represents who KBR Mission Tech has always been at our core: an essential partner bringing innovation and trusted execution to the missions that matter most,” Stuart Bradie, KBR President and CEO, said in the release. “The new Trinzic brand represents both our strong heritage and the tremendous opportunity ahead. Our teams aim to deliver solutions that address some of the world’s most critical national priorities every day, and this new identity captures the purpose-driven culture and mission focus that we expect to continue to define the company moving forward.”

KBR expects the spin-off to be completed in January 2027. At that time, Trinzic will operate as an independent, publicly traded company that will focus on technology and engineering services for the space and national security sectors.

KBR will remain a separate publicly traded company that will focus on sustainable technology and services to support the energy transition. KBR first announced the spinoff plans in October 2025.

Last month, KBR announced two C-suite hires for Trinzic, or what was then known as SpinCo.

Michael LaRouche will serve as Trinzic's inaugural president and CEO. LaRouche is currently CEO of Serco North America, a Virginia-based government services contractor. Nicholas Veasey, current CFO of Virginia-based MAG Aerospace, was named Trinzic's CFO. Bradie will remain chairman, president and CEO of KBR.

Rice lands $19 million grant to build AI-driven quantum materials lab

Quantum Boost

Rice University has received a $19.9 million award from the National Science Foundation to increase the production of quantum and electronic materials by using a combination of artificial intelligence, cloud-based labs and robotics.

The four-year project will create a remote and automated research platform that aims to accelerate discovery and the testing process, according to Rice. The aptly titled project, "Revolutionizing AI-Driven Autonomous Experimentation for Next-Generation Semiconductor Synthesis” (READINESS), will be led by Rice materials scientist Jun Lou, who serves as principal investigator. SUNY Polytechnic Institute and the University of Texas at Austin will collaborate with Rice on the project.

At first, READINESS will focus on two-dimensional materials, oxide semiconductors and diamond thin films that can support emerging technologies, like quantum devices.

READINESS is one of 20 projects selected for the NSF's Programmable Cloud Laboratories Test Bed initiative, which aims to provide more U.S. researchers with access to automated scientific tools.

Additionally, the project aligns with the Department of Energy’s Genesis Mission, which recently selected four projects from Houston universities and companies, including two from Rice. The national initiative aims to unite government, industry, academia and philanthropy to lead to breakthroughs in energy, scientific discovery and national security.

READINESS will offer more advanced lab systems remotely via a cloud interface to assist startups, other research groups, and companies that don’t have the resources, staffing or equipment to produce quantum materials and advanced electronics. READINESS will also allow researchers to simulate experiments via virtual experiments or digital twins before they conduct the physical experiment.

Rice says this will be particularly useful in quantum materials research, which is often met with barriers— like the adjustments of chemical composition, gas flow, pressure, and temperature—that can change the properties of a material.

“This project will give researchers access to capabilities that have traditionally been available only in a handful of laboratories,” David Sholl, executive vice president for research at Rice, said in a news release. “By lowering those barriers, READINESS can accelerate discovery and expand who can participate in cutting-edge materials research.”

Additionally, the project’s AI aspect will offer recommendations for new tests, recognize safety limits and analyze results to assist researchers.

“Responsible AI should complement researchers’ capabilities rather than replace their judgment,” Luay Nakhleh, Dean of Rice’s George R. Brown School of Engineering and Computing, added in the release. “READINESS embodies this principle by combining automated systems with transparency, safeguards and human oversight at critical decision points.”

READINESS’ lab will be based out of Rice’s Ralph S. O’Connor Building for Engineering and Science. Partner sites will also contribute equipment, expertise and workforce development programs, according to Rice.

Ultimately, READINESS aims to elevate the speed, reliability and reproducibility of experiments, and to promote access to automated scientific tools for U.S. researchers.

“Our goal is to create a laboratory that researchers from across the country can use to produce advanced electronic and quantum materials on demand,” Lou added in the release. “By integrating robotics, AI and digital twins, we aim to learn from every experiment and shorten the pathway from scientific discovery to practical technology.”