Jay Manouchehri (left) is now CEO of Fluence Analytics, and co-founder Alex Reed has transitioned to president and chief commercial officer. Photo courtesy of Fluence Analytics

Teamwork makes the dream work, and a Houston-based tech startup is one step closer to its dream team, according to the company's leadership.

Fluence Analytics, which moved its headquarters to the Houston area from New Orleans last year, has named Jay Manouchehri as the company's CEO. Manouchehri has worked in leadership roles within difital transformation at ABB and Honeywell all around the world, as well as in consulting and private equity.

"As you (can see) from Jay's background he is exactly the type of person we need to help take our company the next level," says co-founder Alex Reed. "I think he's gonna be critical as we did this Houston move and go to this next phase of growth and eventually drive to an exit."

Reed has transitioned from CEO to chief commercial officer, but Manouchehri tells InnovationMap the two really lead the company together and balance each other out. Reed says he's focused on commercial product strategy and Manouchehri is leading industrial growth.

“The next step for Fluence is really that we are industrializing our product and getting it into the industrial market," Manouchehri says. "That's exactly why we moved to Houston — it's where a lot of our clients are. We're building up and structure the company in such a manner that it could scale, get the right partnerships, and hire a team to take us to the next level and deliver the technology."

Fluence's technology is changing the game within the polymer space. The industrial and laboratory monitoring solutions — a combination of software and hardware — track and report key data in real time allowing industrial polymer producers to improve process control.

"When I saw what Alex is doing, it wasn't like it's a startup looking for a problem to solve. It's a startup trying to crack a nut that a lot of people in this industry have be in trying for 20 or 30 years and haven't been able to do so," Manouchehri says.

The move to Houston has allowed the company access to new and existing customers within the industry, but also potential acquirers and the company says an exit could be possible over the next few years. Additionally, Houston provides an opportunity to expand into the biomedical space. Recently, Fluence hired a Houston employee to build out this vertical.

"MRNAs and DNAs are all polymers. So, we use the same IP and same technology and do analysis, sensing, and data analytics for the biopharma industry," Manouchehri says. "We actually are pushing that quite strongly. Our client base is growing rapidly."

Another avenue Fluence is excited about is chemical recycling or polymerization recycling. Reed says they are closely watching the traction within the circular economy.

"Imagine taking plastic bottles and being able to recycle them back to the original molecule and then reprocess them into a bottle again," Reed says. "Mechanical recycling is more typical now and has a lot of disadvantages because of the additives and the properties that you get when you melt down all the different types of plastics. (Chemical recycling) would actually allow you to make new plastic from the old plastic, just by taking the original molecule out."

Fluence Analytics, which raised a $7.5 million round led by Energy Innovation Capital last summer, has its headquarters in Stafford, just southwest of Houston.

This week's roundup of Houston innovators includes Sarah Groen of Bell & Bly Travel, Alex Reed of Fluence Analytics, and Bettina Beech of UH. Courtesy photos

3 Houston innovators to know this week

who's who

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

Sarah Groen, founder of Bell and Bly Travel

Sarah Groen, travel entrepreneur and longtime Houston tech ecosystem member, joins the Houston Innovators Podcast. Photo courtesy of Bell and Bly Travel

It's been a scary time for travel-related businesses, and Sarah Groen has had to get innovative to maintain her business as a travel adviser. Lucky for Groen, who has a long career in tech and innovation, she had all the right pivots, including offering digital travel packages, launching a new podcast, and more.

"During COVID, a lot of businesses either shutdown or took a pause, but we accelerated," Groen says.

Groen her career on the Houston Innovators Podcast. She also gives some strategic advice for founders — like trusting your gut and reading the signs when it comes to product-market fit — on the podcast. Click here to read more and stream the episode.

Alex Reed, co-founder and CEO of Fluence Analytics

Alex Reed joined InnovationMap for a Q&A on the company's move to Houston and its growth plans. Photo courtesy of Fluence Analytics

Alex Reed watched his father work in the labs on his research as he grew up, but he realized his future wasn't in the lab. Instead, he launched a career in taking that research and turning it into a company.

Founded in 2012 in New Orleans, Fluence Analytics has entered its next phase of growth by moving its headquarters to Houston following a $7.5 million venture capital raise.

We're working with the Houston of today, but also the Houston of tomorrow," Reed tells InnovationMap in a Q&A. Click here to read more.

Bettina Beech, chief population health officer at the University of Houston

Bettina Beech is a newly named AIM-AHEAD coordinating center team member. Photo via UH.edu

The University of Houston has joined in on a national initiative to increase the diversity of artificial intelligence researchers, according to a news release from the school. Unfortunately, AI — designed by humans — mimics human decision making through its choice of algorithms. This means that the same biases humans deal with have made it into the AI decision making too. These gaps can lead to continued disparities and inequities for underrepresented communities especially in regards to health care, job hiring, and more.

"Beyond health care, AI has been used in areas from facial recognition to self-driving cars and beyond, but there is an extreme lack of diversity among the developers of AI/ML tools. Many studies have shown that flawed AI systems and algorithms perpetuate gender and racial biases and have resulted in untoward outcomes," says Bettina Beech, chief population health officer at the University of Houston and newly named AIM-AHEAD coordinating center team member.

The initiative will bring together collaborators and experts across AI and machine learning, health equity research, data science training, data infrastructure and more. The other universities involved include: University of Colorado-Anschutz Medical Center in Aurora; University of California, Los Angeles; Meharry Medical College in Nashville; Morehouse School of Medicine in Atlanta; Johns Hopkins University, and Vanderbilt University Medical Center. Click here to read more.

Alex Reed, co-founder and CEO of Fluence Analytics, joined InnovationMap for a Q&A on the company's move to Houston and its growth plans. Photo courtesy of Fluence Analytics

Fresh off $7.5M funding, this new-to-Houston tech company plans to grow and expand in life science space

q&A

Founded in 2012 in New Orleans, a tech company that provides software and hardware solutions for the chemicals industry has entered its next phase of growth by moving its headquarters to Houston following a $7.5 million venture capital raise.

Fluence Analytics, which announced its recent raise led by Yokogawa Electric Corp. last month, has officially moved to the Houston area. The company's new HQ is in Stafford. Alex Reed, co-founder and CEO of the company, joined InnovationMap for a Q&A about what led up to the move and the future of the company, which includes expanding into the life science field.

InnovationMap: Tell me about Fluence Analytics — what does the technology do and why did you decide to start the company?

Alex Reed: We have developed a patented technology that can optimize chemical production. We basically are able to measure what's happening in real time in a process. Imagine if you're baking a cake, and you follow this recipe and sometimes you get the cake you want, sometimes it's too dry, and sometimes it's not cooked enough. And so the polymers industry, for simplistic terms, has that type of an issue. You don't really know exactly where you're at your equipment behaves differently. Basically, what we're able to do is give them real-time information on what's happening as they're baking the cake so that every time they can get a perfect cake.

We have a software and hardware solution that we install in these plants to get these measurements so that our customers can optimize production — and they want to do that to improve their yield, reduce waste, increase safety, and improve quality. There are a lot of different reasons that companies are interested in our technology and we have managed to grow globally. We have customers in Asia, Europe, and the U.S.

We spun out of Tulane University. It's an interesting story because my dad is the inventor of the technology — he's a physics professor at Tulane. I grew up working in the lab with him literally since the age of 12, and I was super interested in technology and science and saw that he was working with all these chemical companies. They were always very interested in what he was working on. I got to the point where I realized that I didn't want to be a scientist — I was far more interested in the commercialization and how you go from lab to product. That transition is very difficult. So, I stepped into the role of the entrepreneur. We had the patents and technology for my dad, I had an excellent mentor, and then our other co-founder was a technical founder.

IM: When and why did you start considering an HQ move? 

AR: We raised our first institutional venture funding in April 2017. Up until that point, it was primarily working with customers and grant funding. We worked with actually a group that has an office here called Energy Innovation Capital. They came in and invested in us and supported us, and George Coyle joined our board.

So, we had that tie to Houston, and I was in Houston a lot because there was a concentration of partners and customers — and not just like chemical plant customers, but also technology and R&D centers. As we started to scale, we brought on some other investors — Mitsubishi Chemical, JSR Corp., and most recently Yokogawa Electric Corp., which has its North American headquarters in Sugar Land.

We started to just build momentum towards it. I'd say we first had the conversations pre-COVID and then COVID hit, and we'd kind of just stopped everything for a while, just to make sure we knew where the business was heading. We've made it through COVID fine and did well on coming out of it. Then we felt it was the right time to pick that thread back up. We knew it made sense. The labor pool is amazing here, and there's just so many reasons why we were looking at it. So then we just pulled the trigger.

IM: How did you decide on the Houston area? What drew you to Stafford?

AR: Initially, we had a little landing pad in the East End Maker Hub, so we got in there and they were awesome. We actually had started hiring remote people here in 2019 because we knew the move was going to happen at some point. We had a place for them to go work out of EEMH while we searched for a permanent facility. We connected with the Greater Houston Partnership, and they plugged us in to Houston Exponential, and they have been very good at introducing us to the right people. We just don't know the lay of the land to be honest, so they've been a great resource. We were looking originally on the northside of Houston, and then we saw the Stafford area. There's a huge concentration of similar type companies — automation, some software, some hardware. There were some tax advantages. We settled in the Stafford area and are very happy with the choice we made to end up here.

IM: I know you recently raised a $7.5M venture funding round. What does that funding mean for growth?

AR: Like any capital, the objective is to use it to grow. For us, "grow" has several different areas. One is the product. There's a very long roadmap of both hardware and software improvements that we want to make. So basically we're accelerating a lot of the things on our roadmap to do things like closed-loop control based on our data — imagine running a whole plant autonomously based on measurements that we're making. We're moving more and more toward that autonomous operation world and improving a lot of the actual underlying hardware, making the measurements, building out sales and marketing as we start to serve more and more customers. Product sales and marketing and customer success are the areas that we're scaling.

IM: As you grow your local team, what are you looking for?

AR: Field applications, software, some automation technicians, and more. We do have some life science applications. So, in addition to our core area on the chemical side, we have a product we've sold into biopharma, and so we want to grow some of that. We're actually hiring for a product manager for the life science side of the business. So, that one's a pretty unique opportunity and role.

IM: Considering your life science application, it seems like Houston is a good fit for that vertical as well, right?

AR: We're working with the Houston of today, but also the Houston of tomorrow, which is this life science play. The next phase is kind of following that innovation value chain. So, figuring out what's the R&D and manufacturing of these pharmaceuticals, and how you can attract more of those technology centers and factories to make the stuff here. If you look at the talent pool here, those resources are somewhat fungible with the resources that serve petrochemical and oil and gas.

This cross pollination I think actually could be quite an interesting differentiator for Houston if the city can build that critical mass. So yes, I think there is an opportunity for us to leverage this vision that Houston has for life science. Now, we'll still have to go to the coast to go to our customers, but I think talent pool, and eventually you might even have customers here. It's certainly feasible.

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This conversation has been edited for brevity and clarity.

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11 Houston researchers named to Rice innovation cohort

top of class

The Liu Idea Lab for Innovation and Entrepreneurship (Lilie) has named 11 students and researchers with breakthrough ideas to its 2026 Rice Innovation Fellows cohort.

The program, first launched in 2022, aims to support Rice Ph.D. students and postdocs in turning their research into real-world ventures. Participants receive $10,000 in translational research funding, co-working space and personalized mentorship.

The eleven 2026 Innovation Fellows are:

Ehsan Aalaei, Bioengineering, Ph.D. 2027

Professor Michael King Laboratory

Aalaei is developing new therapies to prevent the spread of cancer.

Matt Lee, Bioengineering, Ph.D. 2027

Professor Caleb Bashor Laboratory

Lee’s work uses AI to design the genetic instructions for more effective therapies.

Thomas Howlett, Bioengineering, Postdoctoral 2028

Professor Kelsey Swingle Laboratory

Howlett is developing a self-administered, nonhormonal treatment for heavy menstrual bleeding.

Jonathan Montes, Bioengineering, Ph.D. 2025

Professor Jessica Butts Laboratory

Montes and his team are developing a fast-acting, long-lasting nasal spray to relieve chronic and acute anxiety.

Siliang Li, BioSciences, Postdoctoral 2025

Professor Caroline Ajo-Franklin Laboratory

Li is developing noninvasive devices that can quickly monitor gut health signals.

Gina Pizzo, Statistics, Lecturer

Pizzo’s research uses data modeling to forecast crop performance and soil health.

Alex Sadamune, Bioengineering, Ph.D. 2027

Professor Chong Xie Laboratory

Sadamune is working to scale the production of high-precision neural implants.

Jaeho Shin, Chemistry, Postdoctoral 2027

Professor James M. Tour Laboratory

Shin is developing next-generation semiconductor and memory technologies to advance computing and AI.

Will Schmid, Electrical and Computer Engineering, Postdoctoral 2025

Professor Alessandro Alabastri Laboratory

Schmid is developing scalable technologies to recover critical minerals from high-salinity resources.

Khadija Zanna, Electrical and Computer Engineering, Ph.D. 2026

Professor Akane Sano Laboratory

Zanna is building machine learning tools to help companies deploy advanced AI in compliance with complex global regulations.

Ava Zoba, Materials Science and Nano Engineering, Ph.D. 2029

Professor Christina Tringides Laboratory

Zoba is designing implantable devices to improve the monitoring of brain function following tumor-removal surgery.

According to Rice, its Innovation Fellows have gone on to raise over $30 million and join top programs, including The Activate Fellowship, Chain Reaction Innovations Fellowship, the Texas Medical Center’s Cancer Therapeutics Accelerator and the Rice Biotech Launch Pad. Past participants include ventures like Helix Earth Technologies and HEXASpec.

“These fellows aren’t just advancing science — they’re building the future of industry here at Rice,” Kyle Judah, Lilie’s executive director, said in a news release. “Alongside their faculty members, they’re stepping into the uncertainty of turning research into real-world solutions. That commitment is rare, and it’s exactly why Lilie and Rice are proud to stand shoulder-to-shoulder with them and nurture their ambition to take on civilization-scale problems that truly matter.”

Houston startup debuts new drone for first responders

taking flight

Houston-based Paladin Drones has debuted Knighthawk 2.0, its new autonomous, first-responder drone.

The drone aims to strengthen emergency response and protect first responders, the company said in a news release.

“We’re excited to launch Knighthawk 2.0 to help build safer cities and give any city across the world less than a 70-second response time for any emergency,” said Divyaditya Shrivastava, CEO of Paladin.

The Knighthawk 2.0 is built on Paladin’s Drone as a First Responder (DFR) technology. It is equipped with an advanced thermal camera with long-range 5G/LTE connectivity that provides first responders with live, critical aerial awareness before crews reach the ground. The new drone is National Defense Authorization Act-compliant and integrates with Paladin's existing products, Watchtower and Paladin EXT.

Knighthawk 2.0 can log more than 40 minutes of flight time and is faster than its previous model, reaching a reported cruising speed of more than 70 kilometers per hour. It also features more advanced sensors, precision GPS and obstacle avoidance technology, which allows it to operate in a variety of terrains and emergency conditions.

Paladin also announced a partnership with Portuguese drone manufacturer Beyond Vision to integrate its Drone as a First Responder (DFR) technology with Beyond Vision’s NATO-compliant, fully autonomous unmanned aerial systems. Paladin has begun to deploy the Knighthawk 2.0 internationally, including in India and Portugal.

The company raised a $5.2 million seed round in 2024 and another round for an undisclosed amount earlier this year. In 2019, Houston’s Memorial Villages Police Department piloted Paladin’s technology.

According to the company, Paladin wants autonomous drones responding to every 911 call in the U.S. by 2027.

Rice research explores how shopping data could reshape credit scores

houston voices

More than a billion people worldwide can’t access credit cards or loans because they lack a traditional credit score. Without a formal borrowing history, banks often view them as unreliable and risky. To reach these borrowers, lenders have begun experimenting with alternative signals of financial reliability, such as consistent utility or mobile phone payments.

New research from Rice Business builds on that approach. Previous work by assistant professor of marketing Jung Youn Lee showed that everyday data like grocery store receipts can help expand access to credit and support upward mobility. Her latest study extends this insight, using broader consumer spending patterns to explore how alternative credit scores could be created for people with no credit history.

Forthcoming in the Journal of Marketing Research, the study finds that when lenders use data from daily purchases — at grocery, pharmacy, and home improvement stores — credit card approval rates rise. The findings give lenders a powerful new tool to connect the unbanked to credit, laying the foundation for long-term financial security and stronger local economies.

Turning Shopping Habits into Credit Data

To test the impact of retail transaction data on credit card approval rates, the researchers partnered with a Peruvian company that owns both retail businesses and a credit card issuer. In Peru, only 22% of people report borrowing money from a formal financial institution or using a mobile money account.

The team combined three sets of data: credit card applications from the company, loyalty card transactions, and individuals’ credit histories from Peru’s financial regulatory authority. The company’s point-of-sale data included the types of items purchased, how customers paid, and whether they bought sale items.

“The key takeaway is that we can create a new kind of credit score for people who lack traditional credit histories, using their retail shopping behavior to expand access to credit,” Lee says.

The final sample included 46,039 credit card applicants who had received a single credit decision, had no delinquent loans, and made at least one purchase between January 2021 and May 2022. Of these, 62% had a credit history and 38% did not.

Using this data, the researchers built an algorithm that generated credit scores based on retail purchases and predicted repayment behavior in the six months following the application. They then simulated credit card approval decisions.

Retail Scores Boost Approvals, Reduce Defaults

The researchers found that using retail purchase data to build credit scores for people without traditional credit histories significantly increased their chances of approval. Certain shopping behaviors — such as seeking out sale items — were linked to greater reliability as borrowers.

For lenders using a fixed credit score threshold, approval rates rose from 15.5% to 47.8%. Lenders basing decisions on a target loan default rate also saw approvals rise, from 15.6% to 31.3%.

“The key takeaway is that we can create a new kind of credit score for people who lack traditional credit histories, using their retail shopping behavior to expand access to credit,” Lee says. “This approach benefits unbanked applicants regardless of a lender’s specific goals — though the size of the benefit may vary.”

Applicants without credit histories who were approved using the retail-based credit score were also more likely to repay their loans, indicating genuine creditworthiness. Among first-time borrowers, the default rate dropped from 4.74% to 3.31% when lenders incorporated retail data into their decisions and kept approval rates constant.

For applicants with existing credit histories, the opposite was true: approval rates fell slightly, from 87.5% to 84.5%, as the new model more effectively screened out high-risk applicants.

Expanding Access, Managing Risk

The study offers clear takeaways for banks and credit card companies. Lenders who want to approve more applications without taking on too much risk can use parts of the researchers’ model to design their own credit scoring tools based on customers’ shopping habits.

Still, Lee says, the process must be transparent. Consumers should know how their spending data might be used and decide for themselves whether the potential benefits outweigh privacy concerns. That means lenders must clearly communicate how data is collected, stored, and protected—and ensure customers can opt in with informed consent.

Banks should also keep a close eye on first-time borrowers to make sure they’re using credit responsibly. “Proactive customer management is crucial,” Lee says. That might mean starting people off with lower credit limits and raising them gradually as they demonstrate good repayment behavior.

This approach can also discourage people from trying to “game the system” by changing their spending patterns temporarily to boost their retail-based credit score. Lenders can design their models to detect that kind of behavior, too.

The Future of Credit

One risk of using retail data is that lenders might unintentionally reject applicants who would have qualified under traditional criteria — say, because of one unusual purchase. Lee says banks can fine-tune their models to minimize those errors.

She also notes that the same approach could eventually be used for other types of loans, such as mortgages or auto loans. Combined with her earlier research showing that grocery purchase data can predict defaults, the findings strengthen the case that shopping behavior can reliably signal creditworthiness.

“If you tend to buy sale items, you’re more likely to be a good borrower. Or if you often buy healthy food, you’re probably more creditworthy,” Lee explains. “This idea can be applied broadly, but models should still be customized for different situations.”

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This article originally appeared on Rice Business Wisdom. Written by Deborah Lynn Blumberg

Anderson, Lee, and Yang (2025). “Who Benefits from Alternative Data for Credit Scoring? Evidence from Peru,” Journal of Marketing Research.