This week's roundup of Houston innovators includes Spencer Randall of CryptoEQ, Andy Grolnick of Graylog, and Imran Alibhai of Tvardi. Courtesy photos

Editor's note: In this week's roundup of Houston innovators to know, I'm introducing you to three local innovators across industries — from software to cryptocurrency — recently making headlines in Houston innovation.

Spencer Randall, co-founder and principal at CryptoEQ

Spencer Randall, principal and co-founder of CryptoEQ, joins the Houston Innovators Podcast to discuss how his company has grown alongside the cryptocurrency industry. Photo courtesy of CryptoEQ

It's an interesting time for cryptocurrency and no one knows that better than Spencer Randall, principal and co-founder of Houston-based CryptoEQ, a company that's built a platform for resources and information for everyone interested in cryptocurrency and digital assets.

"CryptoEQ is really built to be the North Star for digital asset research and information. We provide market insights for both newcomers and folks that are already well-versed in cryptocurrency and digital assets," Randall says on this week's of the Houston Innovators Podcast. "The idea of the company is to help shepherd folks along and guide them on their crypto journey."

Recently the company entered into a partnership with The Cannon, an entrepreneurial hub with locations across Houston, to provide a one-of-a-kind crypto starter pack to help onboard innovators to the cryptosphere worldwide. Click here to read more and stream the episode.

Andy Grolnick, CEO of Graylog

A Houston company that's created a centralized log management solution has closed a new round in funding. Photo courtesy of Graylog

Houston-based Graylog closed its $18 million growth equity round led by new investors Harbert Growth Partners and Piper Sandler Merchant Banking, as well as existing investors Houston-based Mercury Fund and Integr8d Capital.

"This investment will enable us to accelerate our global go-to-market strategies and enhancements to the award-winning solutions we deliver for IT, DevOps, and Security teams," says Andy Grolnick, CEO of Graylog, in a press release. "We're excited to have the support of new and existing investor partners to help us realize our potential." Click here to read more.

Imran Alibhai, CEO at Tvardi

Tvardi Therapeutics Inc. has fresh funds to support its drug's advancement in clinical trials. Photo courtesy of Tvardi

Houston-based, cancer-fighting company Tvardi Therapeutics Inc. closed its $74 million series B funding round led by new investors New York-based Slate Path Capital, Florida-based Palkon Capital, Denver-based ArrowMark Partners, and New York-based 683 Capital, with continued support and participation by existing investors, including Houston-based Sporos Bioventures.

"We are thrilled to move out of stealth mode and partner with this lineup of long-term institutional investors," says Imran Alibhai, CEO at Tvardi. "With this financing we are positioned to advance the clinical development of our small molecule inhibitors of STAT3 into mid-stage trials as well as grow our team." Click here to read more.

Spencer Randall, principal and co-founder of CryptoEQ, joins the Houston Innovators Podcast to discuss how his company has grown alongside the cryptocurrency industry. Photo courtesy of CryptoEQ

Houston startup shines bright as cryptocurrency's 'North Star'

Houston innovator's podcast episode 89

When Spencer Randall and his co-founders dreamt up the idea for CryptoEQ in 2018, they couldn't have even imagined how huge of a presence cryptocurrency would have in the world.

Within the past year, publicly traded companies holding Bitcoin on their balance sheet, El Salvador has announced its adopting Bitcoin as legal tender, dozens of other "altcoins" have emerged, and, as of earlier this month, thousands attended the biggest crypto event in the world.

Helping its users navigate it all is Houston-based CryptoEQ, which has, over the past 18 months, seen 10x growth in users and revenue — recently reaching the 30,000 user milestone.

"CryptoEQ is really built to be the North Star for digital asset research and information. We provide market insights for both newcomers and folks that are already well-versed in cryptocurrency and digital assets," Randall says on this week's of the Houston Innovators Podcast. "The idea of the company is to help shepherd folks along and guide them on their crypto journey."

The platform, which offers both free and paid membership, has expanded to be able to offer something for everyone, despite their cryptocurrency proficiency. In fact, recently the company entered into a partnership with The Cannon, an entrepreneurial hub with locations across Houston, to provide a one-of-a-kind crypto starter pack to help onboard innovators to the cryptosphere worldwide. The new offering launches this week.

"We have a lot of roots at the Cannon — we actually started building CryptoEQ at the original location of the Cannon. So, it's really cool to come full circle and buildout a crypto starter pack with the Cannon team," Randall says.

He shares more about the state of cryptocurrency and how he's seen his company grow on the episode. Listen to the full interview below — or wherever you stream your podcasts — and subscribe for weekly episodes.


The Texas Medical Center is buzzing with recent innovation news, from Texas A&M University naming its buildings, Houston Methodist is introducing a new technology, and more. Photo by Dwight C. Andrews/Greater Houston Convention and Visitors Bureau

Startup closes series A, Houston hospital taps into new tech, and more local innovation news

short stories

Houston's innovation ecosystem has been booming with news, and it's likely some might have fallen through the cracks.

For this roundup of short stories within Houston innovation, Deloitte is looking for tech companies to honor, a few Houston innovators have fresh funds, buildings rising in the Texas Medical Center now have names, and more.

Texas A&M names buildings in Innovation Plaza

Texas A&M University has named the buildings that will be a part of its Innovation Plaza. Photo courtesy of Texas A&M University System

The Texas A&M University System has revealed the names of the three buildings in the Texas A&M Innovation Plaza rising near the Texas Medical Center: Discovery Tower, Life Tower, and Horizon Tower.

Discovery Tower is the future home of A&M's EnMed program and is currently being renovated from an 18-story office building. Life Tower, which is expected to deliver in June 2022, is a 19-story, 714-bed student housing tower for Texas A&M medical students and Prairie View A&M University nursing students. Lastly, the Horizon Tower will be a 17-story, 485,000 square-foot integrated building that will feature a 13-story parking structure at the bottom.

SecurityGate closes series A

Ted Gutierrez, CEO of SecurityGate, announced the closing of his company's series A. Courtesy of Security Gate

SecurityGate.io, a software-as-a-service cybersecurity startup based in Houston, has closed its series A fundraising round. Houston Ventures led the capital raise. The amount raised has not been disclosed.

"It was very attractive to us how tightly tuned SecurityGate.io is to the needs of their customers," says Chip Davis, managing partner at Houston Ventures, in a news release. "Successful enterprise software companies generally know they are instruments of change for their customers."

Davis says the feedback from SecurityGate's customers was what sealed the deal.

"Digital transformation is no easy task in highly dynamic environments, especially when the risk of cyberattacks keeps rising daily. We're excited to partner with Houston Ventures who sees this market growing, and our clients that see our vision of the future," says Ted Gutierrez, CEO of SecurityGate, in the release.

Well Health launches at Houston Methodist

Thanks to tech from the West Coast, a Houston hospital has optimized virtual visits. Courtesy of Methodist Hospital/Facebook

Through a partnership with California-based WELL Health Houston Methodist was able up the ante on virtual visits during the pandemic. According to a news release, WELL enabled Houston Methodist to deliver over 260,000 text messages to patients Houston Methodist. The messages educated them about virtual care, schedule visits, and more.

"The ability to communicate back and forth, assuring patients that we are here for them both virtually and in-person is crucial as we continue to safely provide care in the midst of this pandemic," says Tesha Montgomery, vice president of operations and patient access at Houston Methodist, in the release.

Houston podcast network raises over $1 million

A podcast network with Houston ties has raised a seed round. Pexels

Lemonada Media, a podcast network with Houston roots that launched in September, has raised $1.38 million in a seed funding round led by Blue Collective, an early-stage venture capital firm. The fresh funds will allow for strategic growth for the two co-founders, Jessica Cordova Kramer, CEO, and Houstonian Stephanie Wittels Wachs, chief creative officer. Lemonada also plans to hire several positions including vice presidents across finance, production, and marketing.

"We are slated to be a content and talent incubator, spinning out new audio concepts and hit series that present humanity, unfiltered," says Wittels Wachs in a news release. "Now more than ever, people are hungry for content that addresses their lived experience, those that are mundane, and those that may be painful and isolating. Because our company was built off a mountain of personal grief and loss, Lemonada is well-situated to cut through the noise, create beautiful works of art, and make people laugh and feel less alone along the way."

Deloitte is looking for tech companies for annual competition

For the 26th year, Deloitte is looking for cutting edge tech companies. Photo courtesy of Deloitte

Deloitte has opened applications for its 2020 Technology Fast 500. The application is available online and closes July 17. To be eligible for the award, the startup must be in business for a minimum of four years, have its headquarters in North America, have fiscal year 2016 operating revenues of at least $50,000, a fiscal year 2019 operating revenues of at least $5 million USD with a growth rate of 75 percent or greater, and own proprietary intellectual property or proprietary technology which must be sold to customers in products or services that contribute to a majority of the company's operating revenues, according to the contest's rules.

Companies should also fall within one of the following industry categories: biotechnology/pharmaceutical, communications/networking, digital content/media/entertainment, electronic devices/hardware, energy tech, medical devices, semiconductor, or software/SaaS.

Lazarus 3D delivers PPE to Haiti

A few Houston innovators have helped get Haitians critical PPE. Photo courtesy of Orolait

A few Houston innovators have helped connect health care workers in Haiti to some PPE. Ana Rojas Bastidas, founder of Orolait, and Jacques and Smriti Agrawal Zaneveld of Lazarus 3D, teamed up to ship over 1,000 pieces of PPE to United States Foundation for the Children of Haiti which supported orphanages, schools, and a hospital called Hopital Espoir.

In the middle of April, Bastidas saw the organization's need for PPE and saw how Lazarus 3D was creating materials. The group in Haiti received the supplies by the beginning of June.

"I'm really proud of the collaboration between myself and the Lazarus 3D team," Bastidas says. "Smriti and Jacques are absolute gems and while our businesses are completely separate, we found a common problem we both had the resources to tackle."

CryptoEQ begins offering consulting packages

Need custom cryptocurrency support? CryptoEQ is here to help. Courtesy of CryptoEQ

A cryptocurrency startup based in Houston has expanded its service to include custom-consulting packages.

"With our personalized packages, gain the market insights you need to refine your cryptocurrency investing and trading strategies," writes Spencer Randall, co-founder and principal of CryptoEQ.

The packages come at three levels: the enthusiast, the professional, and the expert. The individualized support begins at $499, and more information can be requested from the startup by emailing team@cryptoeq.io.

This week's Houston innovators to know include Dakota Stormer, founder of Footprint; Jonathan Wasserstrum, founder of SquareFoot; and Spencer Randall, co-founder and principal of CryptoEQ. Courtesy photos

3 Houston innovators to know this week

Who's who

Technology can make a huge difference, and Houston innovators are tapping into tech to disrupt various industries from real estate to sustainability.

This week's Houston innovators to know all have a focus on using tech tools to move the needle, whether it's to demystify cryptocurrency, track your ecological footprint, or find your next office space.

Dakota Stormer, founder of Footprint

Dakota Stormer created the Footprint app to help users be more conscientious of their personal contribution to climate change. Photo courtesy of Footprint

Dakota Stormer firmly believes that individuals can make a difference on climate change. And, maybe more importantly, individuals want to try to make that difference. So, he created an app to help. Footprint's algorithm calculates an annual carbon footprint, then averages it out to a per-week measure. This way, users know their goals — and the app sends them suggestions and challenges, like "meatless Mondays," to help reduce their emissions.

"For one person, it doesn't seem like there's much that you can do," Stormer says. "But the number of people across the world that care about climate change — it's actually a majority, at this point."

Click here to read more.

Jonathan Wasserstrum, founder and CEO of SquareFoot

SquareFoot — a real estate tech company with Houston roots — is entering the Houston market. Courtesy of SquareFoot

In 2011, Houston native Jonathan Wasserstrum founded SquareFoot to use tech tools to improve the commercial leasing experience in New York. Now, almost a decade later and fresh off of the closing of a $16 million series B funding round, SquareFoot is set to expand. First on the list of places to grow — Wasserstrum's hometown of Houston.

"Houston, in addition to being a leading market for business, is a city in transition," Wasserstrum says. "We've witnessed a growing trend of smaller companies cropping up, with startups showing that they're here to stay. I want SquareFoot to be a major part of the city's growth and evolution."

Click here to read more.

Spencer Randall, principal and co-founder of CryptoEQ

Cryptocurrency doesn't have to be a big, confusing risk with this Houston startup's technology. Courtesy of CryptoEQ

Spencer Randall got sucked into the cryptocurrency world. He found it all fascinating, and started attending — and even organizing — meetups in Houston. But he and his friends started realizing something that would turn into him co-founding CryptoEQ.

"There really wasn't a go-to resource (for cryptocurrency," Randall says on the most recent episode of the Houston Innovators Podcast. "What we wanted to do and what our mission today is to be the most trusted and intuitive analysis for cryptocurrencies."

Click here to read more.

Cryptocurrency doesn't have to be a big, confusing risk with this Houston startup's technology. Courtesy of CryptoEQ

Entrepreneur feels called to demystify cryptocurrency with his Houston startup

HOUSTON INNOVATORS PODCAST EPISODE 16

Spencer Randall, an engineer by trade, developed a fascination with cryptocurrency, and he wasn't able to shake it.

"Once I understood the technology, it wasn't really a choice. I felt compelled and driven to learn as much as I possibly could," he says on this week's episode of the Houston Innovators Podcast. "I'd say it was more of a calling."

His interest lead him to frequent cryptocurrency and blockchain meetups, and, when those started to feel all over the place, he started to host his own meetups, focused on key issues within the technology.

It was through these meetups that Randall met who would meet Brooks Vaughan, Norman Hamilton, Michael Thoma, and Joseph Romero, who would then become the co-founders of CryptoEQ.

"There really wasn't a go-to resource (for cryptocurrency," Randall says. "What we wanted to do and what our mission today is to be the most trusted and intuitive analysis for cryptocurrencies."

So, the group of entrepreneurs created CryptoEQ, which gives cryptocurrency investors a community to interact with and learn from. The company, which works out of The Cannon, launched its version 2 for the site this month and saw a 500 percent growth among users. CryptoEQ is also planning to grow its site and resources and is hiring a new full-time employee this year.

Randall discusses trends he's seen in the industry, plans for 2020, and more in the podcast episode. Listen to the full episode below — or wherever you get your podcasts — and subscribe for weekly episodes.


This week's innovators to know are all tech entrepreneurs with big ideas. Courtesy photos

3 Houston innovators to know this week

Who's who

From the science of love to confusing cryptocurrency, this week's Houston innovators to know are dabbling in some interesting industries to say the least.

Corey Allen, founder of Ecotone and treasurer of the Greater Houston LGBT Chamber

Corey Allen had entrepreneurialism in his blood — but it wasn't until he got involved with the Greater Houston LGBT Chamber that he got the courage to break out on his own. Courtesy of Corey Allen

This week's Pride Month feature is Corey Allen, who has an amazing storing into entrepreneurialism. He found confidence and encouragement from joining the LGBT chamber and started his own business. Now, he helps lead the organization as treasurer. Click here to read his Q&A with InnovationMap.

Brittany Barreto, CEO and co-founder of WeHaveChemistry

Brittany Barreto has expanded her DNA dating technology to a compatibility company named We Have Chemistry. Courtesy of WeHaveChemistry

As Brittany Barreto was working to use science to find singles love, she fielded many requests from couples who wanted in on the DNA compatibility tool she created. The requests kept coming in and now, Barreto has pivoted her dating app, Pheramor, to a new compatibility concept called WeHaveChemistry. Click here to read the full story.

Spencer Randall, principal and co-founder of CryptoEQ

Cryptocurrency doesn't have to be a big, confusing risk with this Houston startup's technology. Courtesy of CryptoEQ

Spencer Randall, through his new company CryptoEQ, wants to simplify ratings and analysis in cryptocurrency, which historically has been confusing and approachable to most. With the company's beta now live, Randall hopes that those not familiar with cryptocurrency will be able to use the platform as a learning tool. The platform takes information on trending cryptocurrency and boils it down into three columns — rating, technical analysis and trend analysis — in order for users to know when to buy or sell. Read the full story here.

Ad Placement 300x100
Ad Placement 300x600

CultureMap Emails are Awesome

Rice Business Plan Competition awards $1.4M to 2026 student teams

winner, winners

Editor's note: This article has been updated to correct the total amount of investment and cash prizes awarded at the RBPC.

Another team from the Great Lakes State took home top honors and investments at this year's Rice Business Plan Competition.

BRCĒ, a material-tech startup from Michigan State University, took home the top-place finish and the largest investment total at the annual Houston event. It has developed Lattice-Grip technology to create utility-based polymers that can replace traditional fabric. The materials are stronger, fire-resistant and more stable than traditional textiles, according to the company. Last year, the University of Michigan's Intero Biosystems won first-place finish and the largest investment total of $902,000.

In total, the RBPC doled out more than $1.4 million in investment and cash prizes, according to Rice. Over the three-day event, held April 9-11, the 42 competing startups presented their business plans to 300 angel, venture capital and corporate investors. Seven finalists were selected and each competing startup received at least $950 in prizes for placement in the competition.

Three Texas teams, including one from Houston, were named among the finalists. Here's who won big this year.

BRCĒ, Michigan State University — $571,500

The recent Shark Tank alum finished in first place for its utility-based polymers technology.

  • $200,000 Goose Capital Investment Grand Prize
  • $100,000 The OWL Investment Prize
  • $100,000 Houston Angel Network Investment Prize
  • $75,000 The Indus Entrepreneurs (TiE) Texas Angels Investment Prize
  • $50,000 nCourage Investment Network’s Courageous Women Entrepreneur Investment Prize
  • $25,000 New Climate Ventures Sustainable Investment Prize
  • $20,000 Aramco Innovator Cash Prize
  • $1,000 Anbarci Family Company Showcase Prize
  • $500 Mercury Fund Elevator Pitch Competition Prize – Consumer Hard Tech

Legion Platforms, Arizona State University — $425,500

The startup won second place for its multiplayer gaming platform that can be accessed with slow internet speeds.

  • $100,000 Anderson Family Fund & Finger Interests Second Place Investment Prize
  • $200,000 Goose Capital Investment Prize
  • $100,000 The OWL Investment Prize
  • $25,000 Pearland EDC Spirit of Entrepreneurship Cash Prize
  • $500 Mercury Fund Elevator Pitch Competition Prize – Consumer

Imagine Devices, University of Texas at Austin — $101,000

The pediatric medical device company won third place for its multifunction neonatal feeding tube, known as Trinity Tube

  • $50,000 Anderson Family Fund & Finger Interests Third Place Investment Prize
  • $25,000 Pearland EDC Spirit of Entrepreneurship Cash Prize
  • $25,000 The Eagle Investors Investment Prize
  • $1,000 Anbarci Family Company Showcase Prize

Altaris MedTech, University of Arkansas – $6,000

The startup won fourth place for its pain-free strep test.

  • $5,000 Norton Rose Fulbright Fourth Place Prize
  • $1,000 Mercury Fund Elevator Pitch Competition Prize — Overall Winner

Routora, University of Notre Dame & University of Texas at Austin – $5,500

The team won fifth place for its route optimization app that works to reduce fuel costs, travel time and carbon emissions

  • $5,000 Chevron Fifth Place Prize
  • $500 Mercury Fund Elevator Pitch Competition Prizes — Digital

DialySafe, Rice University — $5,500

The startup won sixth place for its technology that aims to make at-home peritoneal dialysis simpler and safer.

  • $5,000 ExxonMobil Sixth Place Prize
  • $500 Mercury Fund Elevator Pitch Competition Prizes — Life Science

Arrow Analytics, Texas A&M University – $6,000

The startup won seventh place for its AI-powered sizing system for carry-on baggage.

  • $5,000 Shell Ventures Seventh Place Prize
  • $1,000 Anbarci Family Company Showcase Prizes


Other significant prizes included:

BiliRoo, University of Michigan – $26,000

  • $25,000 Southwest National Pediatric Device Consortium Pediatric Device Cash Prize
  • $1,000 Anbarci Family Company Showcase Prizes

BeamFeed, City University of New York – $25,000

  • $25,000 Amentum and WRX Companies Rising Stars Space Technology and Commercial Aerospace Cash Prize

Grapheon, University of Pittsburgh — $20,000

  • $20,000 Aramco Innovator Cash Prize

Last year, the Rice Business Plan Competition facilitated over $2 million in investment and cash prizes. According to Rice, more than 910 startups have raised more than $6.9 billion in capital through the competition over the last 25 years.

See a full list of this year's winners and stream rounds from the competition here.

Here's the income it takes to live comfortably in Houston in 2026

Money Talk

2026 report analyzing how much it costs to live "in sustainable comfort" in the biggest U.S. cities has found Houston residents have the 11th lowest salary requirement to live a comfortable life in 2026.

SmartAsset's annual report found single adult residents in Houston need to make $89,981 a year to qualify as "financially stable." Compared to last year, single Houstonians needed to make $83 more to live comfortably in the city.

Families with two working parents and two children need to make a household income of $204,672 to have a financially stable life in Houston, the report found. That's almost $2,000 less than what families needed to make last year.

To determine the rankings, SmartAsset's analysts examined 100 of the largest U.S. cities and used the latest cost of living data – such as the costs for housing, food, transportation, and income taxes where applicable – from the MIT Living Wage Calculator for childless individuals and for two working adults with two children.

For the purpose of the study, the 50/30/20 budgeting strategy was used to determine "comfortable lifestyle" costs for both individuals and families: 50 percent of income to cover needs and living expenses, 30 percent for "wants," and 20 percent for savings or paying down debt.

Here's breakdown of a Houston resident's comfortable lifestyle based on SmartAsset's findings:

  • $44,991 dedicated to needs and living expenses
  • $26,994 dedicated to wants
  • $17,996 dedicated to savings or debt repayment

This is SmartAsset's interpretation of a comfortable lifestyle for families of four:

  • $102,336 dedicated to needs and living expenses
  • $61,402 dedicated to wants
  • $40,934 dedicated to savings or debt repayment
SmartAsset said single individuals and families should compare the fluctuating local cost of living and their long-term goals to fully "understand the context" of their respective household incomes. But it's worth pointing out that a financially stable life in Houston isn't quite attainable for many residents: The city had a median household income of $64,361 in 2024, according to the U.S. Census Bureau.

Comfortable salaries in other Texas cities

Elsewhere in Texas, the report found that families in the Dallas-Fort Worth suburbs Frisco and McKinney "are closest to a comfortable salary."

"In Frisco, the median household earns $145,444 – substantially higher than the national median of $83,730," the report's author wrote. "This figure also accounts for 63.1 percent of the $230,464 income a family of four in Frisco needs to live comfortably. In McKinney, TX, the $124,177 median household income accounts for 53.9 percent of the $230,464 needed."

Both cities also tied with Plano for the 29th highest salary needed nationally to live comfortably in 2026. Single adults living in these cities need to make $109,242 a year to live a financially stable life this year.


On the opposite end, San Antonio has the lowest salaries needed to live comfortably in the U.S. Single adults only need to make $83,242 a year, and $192,608 for families of four.

Houston medtech startup clears FDA approval for new surgical tool

precision surgery

Houston-based Prana Surgical will soon bring a new electrosurgical tool to operating rooms around the country. The Prana System officially cleared U.S. Food and Drug Administration (FDA) approval earlier this month.

"Receiving FDA clearance for the Prana System represents a defining milestone for our company," Joanna Nathan, CEO and co-founder of Prana Surgical, said in a news release. "Surgeons today are increasingly focused on achieving precise outcomes while minimizing disruption to healthy tissue. The Prana System was designed to support that shift by integrating targeting and excision into a single, streamlined tool."

Prana Surgical began as Prana Thoracic in 2022. Back then, the company primarily focused on developing screening tools for lung cancer diagnosis. It raised $6 million in series A funding rounds in 2023 and 2024 before transitioning to broader surgical needs in 2025.

The Prana System is a minimally invasive, image-guided, single-use tissue extraction tool designed to retrieve samples without damaging healthy tissue. The tool is still designed with the respiratory system in mind, helping Prana in the fight against lung cancer and other thoracic diseases.

Reducing the impact of tissue extraction via electrosurgery and enhanced image scanning can significantly reduce complications. The Prana System combines localization and tissue-cutting capabilities in one, which keeps surgeons from having to swap out components during a procedure, making for a smoother process. It can core, cut and feel blood vessels on the way toward the intended target, giving surgeons greater control over tissue preservation.

"Electrosurgery is foundational to modern surgery, but there is still opportunity to improve how energy-based tools are applied in minimally invasive settings," Nathan added. "Our goal is to introduce a new class of image-guided surgical tools that enable more precise intervention across a range of procedures."

The company projects sales of $7.5 billion from the Prana System in the United States, estimating that 2.5 million surgical modules will be able to use the new tool. While starting out focused on biopsies, the company plans to evolve the system into other procedures, such as ablation, in the future. It is also planning for a controlled U.S. clinical rollout as it moves toward commercialization