bigbang's big splash

Houston energy tech platform expands with new data tools

Molecule Software has some fresh tech for its clients across the energy industry from renewables to O&G and more. Photo via Getty Images

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.

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

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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This article originally ran on InnovationMap.

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A View From HETI

The Houston Innovation Awards take place November 13 at Greentown Labs. Graphic via Gow Media

InnovationMap.com, EnergyCaptialHTX's sister website, has revealed the finalists for the 2026 Houston Innovation Awards, and the local energy sector is well-represented throughout the awards.

The sixth annual Houston Innovation Awards program returns in an all-digital format this fall to honor the best of Houston's innovation ecosystem, including startups, entrepreneurs, mentors, and more.

Finalists were determined by an esteemed panel of judges. The panel reviewed applications across 10 prestigious categories to determine our finalists. They will select the winner for each category, except for Startup of the Year, which will be chosen by the public via online voting launching later this month.

We will announce the honoree of our annual Trailblazer Award in the coming weeks, then stay tuned as we unveil all of this year's winners on InnovationMap.com in mid-November.

Without further ado, here are the 2026 Houston Innovation Awards finalists:

Minority-founded Business

Honoring an innovative startup founded or co-founded by BIPOC or LGBTQ+ representation:

  • AI Made Fun
  • Deep Anchor Solutions
  • HEXAspec
  • Prana Surgical
  • Torres Orbital Mining Inc.

Female-founded Business

Honoring an innovative startup founded or co-founded by a woman:

  • Adair
  • ARIX Technologies
  • Bairitone Health
  • FlowCellutions
  • ParaDocs Health

Energy Transition Business

Honoring an innovative startup providing a solution within renewables, climatetech, clean energy, alternative materials, circular economy and beyond:

  • Capwell Services
  • FlowCellutions
  • Hertha Metals
  • Mars Materials
  • Solidec

Health Tech Business

Honoring an innovative startup within the health and medical technology sectors:

  • Bairitone Health
  • InformAI Inc.
  • Prana Surgical
  • Skybound MedTech

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:

  • Casimir
  • Focis AI
  • Machine Saver Inc.
  • Square Robot
  • Venus Aerospace

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 online voting experience:

  • Fluxworks
  • IronLattice
  • Lumino
  • Progress Report
  • Rosarium Health
  • Thread
  • TokenRoster

Scaleup of the Year

Honoring an innovative later-stage startup that's recently reached a significant milestone in company growth:

  • Erock
  • Hertha Metals
  • Venus Aerospace

Incubator/Accelerator of the Year

Honoring a local incubator or accelerator that is championing and fueling the growth of Houston startups:

  • Activate
  • Impact Hub Houston
  • MarMo Innovation

Mentor of the Year

Honoring an individual who dedicates their time and expertise to guide and support budding entrepreneurs:

  • Al Danto, Rice University
  • Eric Rubenstein, New Climate Ventures
  • Jeremy Pitts, Activate
  • Joe Alapat, Liongard
  • Kyle Judah, Rice University's Liu Idea Lab for Innovation & Entrepreneurship
  • Rachel Bickham, Bickham Services Unlimited LLC

Trailblazer Recipient

  • To be announced

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