Houston energy tech startup expands platform with new data tools

growing gains

Sameer Soleja, founder and CEO of Molecule, has expanded his company's platform. Photo courtesy of Molecule Software

Houston startup Molecule Software hopes to get a big bang out of its new platform for the energy and commodities markets.

The data-as-a-lake platform, Bigbang, is available as an add-on for current Molecule customers. It enables energy trading and risk management (ETRM) and commodities trading and risk management (CTRM) customers to automatically import trade data from Molecule, and then merge it with various sources to conduct queries and analysis.

Molecule sells Bigbang at a monthly rate through either a yearly or multiyear contract.

“We’re seeing a growing need in the energy and commodities trading space for a turnkey data lake, as indicated by our own customers. They need real-time and automated data streaming from key systems, the ability to query the data quickly and easily, and access to the data using the analytics tools they know well,” says Sameer Soleja, founder and CEO of Molecule.

Founded in 2012, Molecule specializes in cloud-based trading and risk management software for the energy and commodities sectors. Among the business segments that use Molecule’s software are electricity, natural gas, crude and refined products, chemicals, agricultural commodities, metals, and cryptocurrency.

“Energy and commodities markets have been undergoing a seismic shift, driven by two key factors: increasing price volatility across all commodities and a global energy transition stemming from the challenges of climate change,” Molecule says in a news release. “Given these market trends, near real-time data access and advanced trading analytics are essential for effective portfolio risk management.”

In 2021, Molecule closed a $12 million series A funding round led by Houston-based VC firm Mercury Fund. Seven years earlier, Molecule received a $1.1 million seed round from Mercury and the Houston Angel Network.

In a 2021 interview with the Houston Innovators Podcast, Soleja described how Molecule helps its customers assemble scattered data.

“The way to think about the product is if you have a brokerage account — like Robinhood, or something like that — you see how much stock you have and how much you’ve made or lost,” Soleja said.

“For companies that are trading electricity, crude oil, natural gas, and other commodities and agricultural products, they also want to see how much of each thing they have and how much they’ve made or lost. But they don’t just get to log into their brokerage account and figure it out. That’s in a lot of different places.”

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Want to work for one of the top startups in Houston? These ones are hiring. Photo by Tima Miroshnichenko from Pexels

Here's which of the InnovationMap Awards finalists are hiring

growing biz

After scouring Houston for the best of the Houston innovation ecosystem and evaluating dozens of companies, InnovationMap has announced the finalists in its inaugural awards. But which of these companies are growing their teams?

Turns out, almost all of them have open positions — some planning to double their teams over the next year. In fact, the 28 companies that make up our cohort of finalists are looking for over 250 new employees — some have these positions open now and others are seeking these new team members over the next 12 months.

Let's look at how many new hires these top startups are looking for.

Biggest gains

The InnovationMap Awards finalist with the loftiest hiring goal is Liongard, which is a finalist in the People's Choice: Startup of the Year category. Liongard — a platform that helps IT companies automatically discover, document, and audit their customers' IT systems — is looking to fill 70 positions over the next year. The company, founded in 2015, has just over 100 employees now.

The startup finalist with the second highest hiring goals is Nanotech, a material science company with a mission to fireproof the world and reduce energy consumption. Nanotech is looking to hire over 40 new employees in the next 12 months, which would almost triple its current staff of 15. Founded in 2019 by Mike Francis, the company is a finalist in both the Energy Transition and People's Choice categories.

Another People's Choice finalist, GoCo, and its all-in-one employee management platform, is currently looking to grow its team by adding 20 new employees to its staff of 53. The company was founded in 2015 and has since raised over $12 million in VC funding.

Also looking to grow their team by 20 new hires is Hello Alice — a small business owner's passport through entrepreneurship that helps with networking, raising capital, and accessing growth tools. The company, co-founded by Carolyn Rodz, is up for an award in the BIPOC-Founded, Female-Founded, and People's Choice categories.

GoExpedi, whose founder and CEO Timothy Neal is a finalist in the Top Founder Under 40 category, currently has 17 positions open at the moment and is looking to add those new hires into its team of over 150 employees. The e-commerce, supply chain, and analytics company is streamlining procurement for industrial and energy MRO (maintenance, repair and operations).

While Female-Founded Business finalist RingOn — a wearable GPS tracker that is also a panic button that's designed for school kids and with an impact-driven mission of ending child trafficking — is only currently looking for six new hires, the company is expecting to hiring another 15 new employees next year. Right now, the company's employee count is at three.

Steady growth

A few of the awards finalists are sporting hiring goals in the seven to 12 new staffers range. Space Tech finalist NANCO Aero, which is developing package- and person-carrying air vehicles, is hiring a dozen new employees — a big goal considering the company currently has just four employees.

Enercross LLC, automation software for the energy industry, is a finalist in the Energy Transition category and is looking to add 11 new people to its team of 42. Meanwhile Sports Tech finalist sEATz — a mobile ordering and delivery platform for food, drinks, and merchandise at large events — is looking to about double its team of 10 over the few months.

Health Tech finalist Medical Informatics Corp. is the creator of Sickbay, which features web-based applications that transform data into actionable information to help care teams make better, faster decisions. The company has seven open positions to grow its team of 36.

Seeking selectively

The following InnovationMap Awards finalists are looking to grow their teams with between two and six new hires:

Allotrope Medical — creator of StimSite, a device that improves surgical safety and efficiency in millions of operations performed every year.
CaseCTRL — using artificial intelligence and automation to streamline surgical scheduling.
Cemvita Factory — engineering microbes that eat CO2 and produce valuable chemicals.
Cheers Health — creating products that are designed to support your liver and help you feel better after consuming alcohol.
Cognitive Space — providing a scalable satellite constellation management solution to the space industry.
Data Gumbo — creator of an interconnected industrial smart contract network secured and powered by blockchain.
DonateStock — simplifying the process of donating stock and helping nonprofits solicit, process, and manage stock donations.
FitLift — a wearable device and mobile platform that tracks motion and gives real-time feedback on lifting technique, allowing trainers, and athletes to drive results.
LAMIK Beauty — a tech-enabled clean color cosmetics company focusing on women of all diverse backgrounds
Molecule Software — creator of a leading cloud-native energy trading software.
re:3D Inc. — producer of large, affordable industrial 3D printers, and services that can print with new or recycled filament, pellets, or flake.
Saranas — creator of the Early Bird, the first and only FDA-approved bleed detection system for endovascular procedures.
Starling Medical — using AI and telehealth enabled medical devices to enable millions with bladder dysfunctions to be able to urinate safely and conveniently again.
Topl — impact monetization engine that enables digital and sustainable transformation across value chains and empowers the monetization of impact verified on the Topl Blockchain.
Zibrio Inc. — a fall prevention solution that empowers both clinicians and patients for better outcomes.

Find out which of these employers take home the win at the September 8 event at The Cannon - West Houston. Honorees, sponsors, judges, and their guests will celebrate in person, and the rest of the innovation community is invited to tune in to the livestream. Click here to RSVP.

Sponsorships are still available! If you are interested in partnering with InnovationMap as a sponsor of this event, send an email to awards@innovationmap.com.

And the finalists for the inaugural InnovationMap Awards are... Graphic via Gow Media

InnovationMap names 28 Houston startup finalists for inaugural awards

who will take home the win?

Who are Houston's rising stars across energy transition, sports tech, health, and more? InnovationMap set out on a quest to discover that for its inaugural awards. Ahead of the September 8 event, we're revealing the finalists across all categories.

Eight judges evaluated over 100 applications across eight categories for the 2021 InnovationMap Awards presented by Techwave. This year's judges included: Juliana Garaizar, head of the Houston incubator and vice president of innovation at Greentown Labs; Alex Gras, managing director at The Cannon; Rajasekhar Gummadapu, co-founder and CEO of Techwave; Natalie Harms, editor of InnovationMap; Serafina Lalany, interim president at Houston Exponential; Jon Nordby, managing director at MassChallenge; Emily Reiser, senior manager of innovation community engagement at the Texas Medical Center; and Grace Rodriguez, CEO and executive director of Impact Hub Houston.

The winners will be announced and celebrated — along with this year's previously announced Trailblazer Award recipient, Barbara Burger of Chevron Technology Ventures — at the September 8 event at The Cannon - West Houston. Honorees, sponsors, judges, and their guests will celebrate in person, and the rest of the innovation community is invited to tune in to the livestream. Click here to RSVP.

Sponsorships are still available! If you are interested in partnering with InnovationMap as a sponsor of this event, send an email to awards@innovationmap.com.

Without further adieu, here are this year's finalists:

BIPOC-Founded Business Finalists

The finalists for the BIPOC-Founded Business Award category, honoring innovative tech companies founded or co-founded by BIPOC representation, are:

Allotrope Medical — creator of StimSite, a device that improves surgical safety and efficiency in millions of operations performed every year.
Hello Alice — a small business owner's passport through entrepreneurship that helps with networking, raising capital, and accessing growth tools.
LAMIK Beauty — a tech-enabled clean color cosmetics company focusing on women of all diverse backgrounds
Molecule Software — creator of a leading cloud-native energy trading software.

Female-Founded Business Finalists

The finalists for the Female-Founded Business Award category presented by Veritex Community Bank, honoring innovative tech companies founded or co-founded by women, include:

DonateStock — simplifying the process of donating stock and helping nonprofits solicit, process, and manage stock donations.
Hello Alice — a small business owner's passport through entrepreneurship that helps with networking, raising capital, and accessing growth tools.
re:3D Inc. — producer of large, affordable industrial 3D printers, and services that can print with new or recycled filament, pellets, or flake.
RingOn — wearable GPS tracker that is also a panic button that's designed for school kids and with an impact-driven mission of ending child trafficking.
Topl — impact monetization engine that enables digital and sustainable transformation across value chains and empowers the monetization of impact verified on the Topl Blockchain.
Zibrio Inc. — a fall prevention solution that empowers both clinicians and patients for better outcomes.

Health Care Business Finalists

The finalists for the Health Care Business Award category presented by Gray Reed, which honors health care businesses with an innovative solution within life sciences, include:

Allotrope Medical — creator of StimSite, a device that improves surgical safety and efficiency in millions of operations performed every year.
Medical Informatics Corp. — creator of Sickbay, which features web-based applications that transform data into actionable information to help care teams make better, faster decisions.
Saranas — creator of the Early Bird, the first and only FDA-approved bleed detection system for endovascular procedures.
Starling Medical — using AI and telehealth enabled medical devices to enable millions with bladder dysfunctions to be able to urinate safely and conveniently again.

Energy Transition Business Finalists

The finalists for the Energy Transition Business category, which honors energy business with innovative solutions within renewables, climatetech, clean energy, and beyond, are:

Cemvita Factory — engineering microbes that eat CO2 and produce valuable chemicals.
Data Gumbo — creator of an interconnected industrial smart contract network secured and powered by blockchain.
Enercross LLC — automation software for the energy industry.
Nanotech — a material science company with a mission to fireproof the world and reduce energy consumption.
re:3D Inc. — producer of large, affordable industrial 3D printers, and services that can print with new or recycled filament, pellets, or flake.
Renewell Energy — converting idle oil and gas wells into flexible energy storage.

Sports Tech Business Finalists

The finalists for the Sports Tech Business category, which is honoring a sports tech business with an innovative solution within sports are:

FitLift — a wearable device and mobile platform that tracks motion and gives real-time feedback on lifting technique, allowing trainers, and athletes to drive results.
Mainline — an esports tournament management system, tournament organizer, and event production company.
sEATz — a mobile ordering and delivery platform for food, drinks, and merchandise at large events.

Space Tech Business Finalists

The finalists for the Space Tech Business category, which is honoring an aerospace business with an innovative solution within space exploration. are:

Cemvita Factory — engineering microbes that eat CO2 and produce valuable chemicals.
Cognitive Space — providing a scalable satellite constellation management solution to the space industry.
NANCO Aero — developing package- and person-carrying air vehicles.

Top Founder Under 40 Finalists

The finalists for the Top Founder Under 40 category, which honors an innovative founder younger than 40 by Sept. 8, 2021, are:

Pamela Singh of CaseCTRL — using artificial intelligence and automation to streamline surgical scheduling.
Timothy Neal of GoExpedi — an e-commerce, supply chain, and analytics company that is streamlining procurement for industrial and energy MRO (maintenance, repair and operations).
Kim Roxie of LAMIK Beauty — a tech-enabled clean color cosmetics company focusing on women of all diverse backgrounds.
Emma Fauss of Medical Informatics Corp. — creator of Sickbay, which features web-based applications that transform data into actionable information to help care teams make better, faster decisions.
Emily Cisek of The Postage — a legacy planning platform using tech to make afterlife decision making easier.

People’s Choice: Startup of the Year Finalists

The finalists for the People's Choice: Startup of the Year category, which will each present a 60-second live elevator pitch at the event on September 8, are:

Cheers Health — creating products that are designed to support your liver and help you feel better after consuming alcohol.
GoCo — all-in-one employee management platform.
Hello Alice — a small business owner's passport through entrepreneurship that helps with networking, raising capital, and accessing growth tools.
Liongard — a platform that helps Information Technology companies automatically discover, document, and audit their customers' IT systems.
Nanotech — a material science company with a mission to fireproof the world and reduce energy consumption.
re:3D Inc. — producer of large, affordable industrial 3D printers, and services that can print with new or recycled filament, pellets, or flake.
Topl — impact monetization engine that enables digital and sustainable transformation across value chains and empowers the monetization of impact verified on the Topl Blockchain.

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Here are 3 Houston innovators to know right now

Innovators to Know

Editor's note: These Houston innovators are making big strides in the fields of neurotechnology, neurodevelopmental diagnosis, and even improving the way we rest and recharge.

For our latest roundup of Innovators to Know, we meet a researcher who is working with teams in Houston and abroad to develop an innovative brain implant; a professor who has created an AI approach to diagnosis; and a local entrepreneur whose brand is poised for major expansion in the coming years.

Jacob Robinson, CEO of Motif Neurotech

Houston startup Motif Neurotech has been selected by the United Kingdom's Advanced Research + Invention Agency (ARIA) to participate in its inaugural Precision Neurotechnologies program. The program aims to develop advanced brain-interfacing technologies for cognitive and psychiatric conditions. Three Rice labs will collaborate with Motif Neurotech to develop Brain Mesh, which is a distributed network of minimally invasive implants that can stimulate neural circuits and stream neural data in real time. The project has been awarded approximately $5.9 million.

Motif Neurotech was spun out of the Rice lab of Jacob Robinson, a professor of electrical and computer engineering and bioengineering and CEO of Motif Neurotech.

Robinson will lead the system and network integration and encapsulation efforts for Mesh Points implants. According to Rice, these implants, about the size of a grain of rice, will track and modulate brain states and be embedded in the skull through relatively low-risk surgery. Learn more.

Dr. Ryan S. Dhindsa, Dhindsa Lab

Dr. Ryan S. Dhindsa, assistant professor of pathology and immunology at Baylor and principal investigator at the Jan and Dan Duncan Neurological Research Institute at Texas Children’s Hospital, and his team have developed an artificial intelligence-based approach that will help doctors to identify genes tied to neurodevelopmental disorders. Their research was recently published the American Journal of Human Genetics.

Dhindsa Lab uses “human genomics, human stem cell models, and computational biology to advance precision medicine.” The diagnoses that stem from the new computational tool could include specific types of autism spectrum disorder, epilepsy and developmental delay, disorders that often don’t come with a genetic diagnosis.

“Although researchers have made major strides identifying different genes associated with neurodevelopmental disorders, many patients with these conditions still do not receive a genetic diagnosis, indicating that there are many more genes waiting to be discovered,” Dhindsa says. Learn more.

Khaliah Guillory, Founder of Nap Bar

From nap research to diversity and inclusion, this entrepreneur is making Houston workers more productiveFrom opening Nap Bar and consulting corporations on diversity and inclusion to serving the city as an LGBT adviser, Khaliah Guillory is focused on productivity. Courtesy of Khaliah Guillory

Khalia Guillory launched her white-glove, eco-friendly rest sanctuary business, Nap Bar, in Houston in 2019 to offer a unique rest experience with artificial intelligence integration for working professionals, entrepreneurs and travelers who needed a place to rest, recharge and rejuvenate.

Now she is ready to take it to the next level, with a pivot to VR and plans to expand to 30 locations in three years.

Guillory says she’s now looking to scale the business by partnering with like-minded investors with experience in the wellness space. She envisions locations at national and international airports, which she says offer ripe scenarios for patrons needing to recharge. Additionally, Guillory wants to build on her initial partnership with UT Health by going onsite to curate rest experiences for patients, caregivers, faculty, staff, nurses and doctors. Colleges also offer an opportunity for growth. Learn more.

United breaks ground on $177 million facility and opens tech center at IAH

off the ground

United Airlines announced new infrastructure investments at George Bush Intercontinental Airport as part of the company’s ongoing $3.5 billion investment into IAH.

United broke ground on a new $177 million Ground Service Equipment (GSE) Maintenance Facility this week that will open in 2027.

The 140,000-square-foot GSE facility will support over 1,800 ground service vehicles and with expansive repair space, shop space and storage capacity. The GSE facility will also be targeted for LEED Silver certification. United believes this will provide more resources to assist with charging batteries, fabricating metal and monitoring electronic controls with improved infrastructure and modern workspaces.

Additionally, the company opened its new $16 million Technical Operations Training Center.

The center will include specialized areas for United's growing fleet, and advanced simulation technology that includes scenario-based engine maintenance and inspection training. By 2032, the Training Center will accept delivery of new planes. This 91,000-square-foot facility will include sheet metal and composite training shops as well.

The Training Center will also house a $6.3 million Move Team Facility, which is designed to centralize United's Super Tug operations. United’s IAH Move Team manages over 15 Super Tugs across the airfield, which assist with moving hundreds of aircraft to support flight departures, remote parking areas, and Technical Operations Hangars.

The company says it plans to introduce more than 500 new aircraft into its fleet, and increase the total number of available seats per domestic departure by nearly 30%. United also hopes to reduce carbon emissions per seat and create more unionized jobs by 2026.

"With these new facilities, Ground Service Equipment Maintenance Facility and the Technical Operations Training Center, we are enhancing our ability to maintain a world-class fleet while empowering our employees with cutting-edge tools and training,” Phil Griffith, United's Vice President of Airport Operations, said in a news release. “This investment reflects our long-term vision for Houston as a critical hub for United's operations and our commitment to sustainability, efficiency, and growth."

Trailblazing Houston leaders and more innovation news to know right now

Trending News

Editor's note: It's time to look back at the top Houston innovation and business news for the second half of March 2025. InnovationMap's top stories include female founders in the Inc. spotlight, an inaugural list of top local business and civic leaders, Harris County's population boom, and more. Read more below.

1. Texas robotics co. begins new search for missing Malaysia Airlines flight 370

Ocean Infinity will begin a new search for MH370. Ocean Infinity/Facebook

Malaysia’s government has given final approval for a Texas-based marine robotics company to renew the search for Malaysia Airlines Flight 370, which is believed to have crashed in the southern Indian Ocean more than a decade ago.

Cabinet ministers agreed to terms and conditions for a “no-find, no-fee” contract with Texas-based Ocean Infinity to resume the seabed search operation at a new 5,800-square-mile site in the ocean, Transport Minister Anthony Loke said in a statement. Ocean Infinity will be paid $70 million only if wreckage is discovered. Continue reading.

2. 5 Houston female founders land on coveted Inc. 500 list

Sassie Duggleby, Margo Jordan, Stephanie Murphy, Emily Cisek and Nina Magon were named to Inc.'s Female Founders 500 list for 2025. Photos courtesy the company's websites and social media pages.

Five Houston female founders have been recognized by Inc. Magazine for their innovations and for leading their industries forward.

The women were named to Inc.'s Female Founders 500 list, which features female entrepreneurs based in the U.S. The group attracted approximately $9 billion in 2024 revenue and $10.6 billion in funding, according to Inc.

“Female founders know what struggle is, but they’re also experts of improvisation, adaptability, and creativity. The women featured on this year’s list exemplify these qualities," Diana Ransom, Inc. executive editor said in a release. "Through times of uncertainty, their unwavering dedication and steadfast leadership are not only inspiring but vital to driving progress.” Continue reading.

3. Harris County booms with 3rd biggest population in U.S.

Harris County booms with 3rd biggest population in U.S.

Harris County now boasts a population of more than 5 million. Photo via Getty Images

Newly released U.S. Census Bureau data has revealed Harris County became the third most populous county nationwide in 2024, and it had the highest year-over-year growth rate from 2023.

The new population report, published this month, estimated year-over-year population data from 2023 to 2024 across all 3,144 U.S. counties, and 387 metro areas. Harris County's numeric growth rate outpaced all other U.S. counties from July 1, 2023 to July 1, 2024, the report found. The Census Bureau estimated Harris County's population grew by 105,852 people year-over-year, bringing the total population to 5,009,302 residents. That's around a 2.16 percent growth rate. Continue reading.

4. Houston lab develops AI tool to improve neurodevelopmental diagnoses

A new AI tool from a Baylor College of Medicine Lab could help better diagnose specific types of autism spectrum disorder, epilepsy and developmental delay disorders. Photo via Getty Images.

One of the hardest parts of any medical condition is waiting for answers. Speeding up an accurate diagnosis can be a doctor’s greatest mercy to a family. A team at Baylor College of Medicine has created technology that may do exactly that.

Led by Dr. Ryan S. Dhindsa, assistant professor of pathology and immunology at Baylor and principal investigator at the Jan and Dan Duncan Neurological Research Institute at Texas Children’s Hospital, the scientists have developed an artificial intelligence-based approach that will help doctors to identify genes tied to neurodevelopmental disorders. Continue reading.

5. Houston's top 25 business and civic leaders named by local organization

The Center for Houston’s Future will celebrate its first Top 25 Business/Civic Leadership Forum Alumni group all year, kicking off with an event this week. Photo via Getty Images

As part of its 25th anniversary celebrations, the Center for Houston’s Future has named its first-ever group of Top 25 Business/Civic Leadership Forum Alumni, including energy transition CEOs and legendary craft brewery founders.

The group was selected from among 1,400 alumni of the Center for Houston's Future's Leadership Forum, which hosts two cohorts per year, bringing together leaders from across industries to focus on issues critical to the long-term success of Greater Houston. Continue reading.

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