Planckton Data co-founders were recently featured on Energy Tech Startups Podcast. Courtesy photo

There’s a reason “carbon footprint” became a buzzword. It sounds like something we should know. Something we should measure. Something that should be printed next to the calorie count on a label.

But unlike calories, a carbon footprint isn’t universal, standardized, or easy to calculate. In fact, for most companies—especially in energy and heavy industry—it’s still a black box.

That’s the problem Planckton Data is solving.

On this episode of the Energy Tech Startups Podcast, Planckton Data co-founders Robin Goswami and Sandeep Roy sit down to explain how they’re turning complex, inconsistent, and often incomplete emissions data into usable insight. Not for PR. Not for green washing. For real operational and regulatory decisions.

And they’re doing it in a way that turns sustainability from a compliance burden into a competitive advantage.

From calories to carbon: The label analogy that actually works

If you’ve ever picked up two snack bars and compared their calorie counts, you’ve made a decision based on transparency. Robin and Sandeep want that same kind of clarity for industrial products.

Whether it’s a shampoo bottle, a plastic feedstock, or a specialty chemical—there’s now consumer and regulatory pressure to know exactly how sustainable a product is. And to report it.

But that’s where the simplicity ends.

Because unlike food labels, carbon labels can’t be standardized across a single factory. They depend on where and how a product was made, what inputs were used, how far it traveled, and what method was used to calculate the data.

Even two otherwise identical chemicals—one sourced from a refinery in Texas and the other in Europe—can carry very different carbon footprints, depending on logistics, local emission factors, and energy sources.

Planckton’s solution is built to handle exactly this level of complexity.

AI that doesn’t just analyze

For most companies, supply chain emissions data is scattered, outdated, and full of gaps.

That’s where Planckton’s use of AI becomes transformative.

  • It standardizes data from multiple suppliers, geographies, and formats.
  • It uses probabilistic models to fill in the blanks when suppliers don’t provide details.
  • It applies industry-specific product category rules (PCRs) and aligns them with evolving global frameworks like ISO standards and GHG Protocol.
  • It helps companies model decarbonization pathways, not just calculate baselines.

This isn’t generative AI for show. It’s applied machine learning with a purpose: helping large industrial players move from reporting to real action.

And it’s not a side tool. For many of Planckton’s clients, it’s becoming the foundation of their sustainability strategy.

From boardrooms to smokestacks: Where the pressure is coming from

Planckton isn’t just chasing early adopters. They’re helping midstream and upstream industrial suppliers respond to pressure coming from two directions:

  1. Downstream consumer brands—especially in cosmetics, retail, and CPG—are demanding footprint data from every input supplier.
  2. Upstream regulations—especially in Europe—are introducing reporting requirements, carbon taxes, and supply chain disclosure laws.

The team gave a real-world example: a shampoo brand wants to differentiate based on lower emissions. That pressure flows up the value chain to the chemical suppliers. Who, in turn, must track data back to their own suppliers.

It’s a game of carbon traceability—and Planckton helps make it possible.

Why Planckton focused on chemicals first

With backgrounds at Infosys and McKinsey, Robin and Sandeep know how to navigate large-scale digital transformations. They also know that industry specificity matters—especially in sustainability.

So they chose to focus first on the chemicals sector—a space where:

  • Supply chains are complex and often opaque.
  • Product formulations are sensitive.
  • And pressure from cosmetics, packaging, and consumer brands is pushing for measurable, auditable impact data.

It’s a wedge into other verticals like energy, plastics, fertilizers, and industrial manufacturing—but one that’s already showing results.

Carbon accounting needs a financial system

What makes this conversation unique isn’t just the product. It’s the co-founders’ view of the ecosystem.

They see a world where sustainability reporting becomes as robust as financial reporting. Where every company knows its Scope 1, 2, and 3 emissions the way it knows revenue, gross margin, and EBITDA.

But that world doesn’t exist yet. The data infrastructure isn’t there. The standards are still in flux. And the tooling—until recently—was clunky, manual, and impossible to scale.

Planckton is building that infrastructure—starting with the industries that need it most.

Houston as a launchpad (not just a legacy hub)

Though Planckton has global ambitions, its roots in Houston matter.

The city’s legacy in energy and chemicals gives it a unique edge in understanding real-world industrial challenges. And the growing ecosystem around energy transition—investors, incubators, and founders—is helping companies like Planckton move fast.

“We thought we’d have to move to San Francisco,” Robin shares. “But the resources we needed were already here—just waiting to be activated.”

The future of sustainability is measurable—and monetizable

The takeaway from this episode is clear: measuring your carbon footprint isn’t just good PR—it’s increasingly tied to market access, regulatory approval, and bottom-line efficiency.

And the companies that embrace this shift now—using platforms like Planckton—won’t just stay compliant. They’ll gain a competitive edge.

Listen to the full conversation with Planckton Data on the Energy Tech Startups Podcast:

Hosted by Jason Ethier and Nada Ahmed, the Digital Wildcatters’ podcast, Energy Tech Startups, delves into Houston's pivotal role in the energy transition, spotlighting entrepreneurs and industry leaders shaping a low-carbon future.


Yao Huang is the guest on the latest episode of the Energy Tech Startups Podcast. Courtesy photo

Tech entrepreneur turned climate investor is on a mission to monetize carbon removal

now streaming

The climate conversation is evolving — fast. It’s no longer just about emissions targets and net-zero commitments. It’s about capital, infrastructure, and execution at industrial scale.

That’s exactly where Yao Huang operates. A seasoned tech entrepreneur turned climate investor, Yao brings sharp clarity to one of the biggest challenges in climate innovation: how do we fund and scale technologies that remove carbon without relying on goodwill or government subsidies?

In this episode of the Energy Tech Startups Podcast, Yao sits down with hosts Jason Ethier and Nada Ahmed for a wide-ranging conversation that redefines how we think about decarbonization. From algae-based photobioreactors that capture CO₂ at the smokestack, to financing models that mirror real estate and infrastructure—not venture capital—Yao lays out a case for why the climate fight will be won or lost on spreadsheets, not slogans.

Her message is as bold as it is practical: this isn’t about saving the planet for the sake of it. It’s about building profitable, resilient systems that scale. And Houston, with its industrial base and project finance expertise, is exactly the place to do it.

The 40-Gigaton Challenge—and a Pandemic Pivot

Yao’s entry into climate wasn’t part of a long-term plan. It was sparked by a quiet moment during the pandemic—and a book.

Reading How to Avoid a Climate Disaster by Bill Gates, she came to two uncomfortable realizations:

  1. The people in power don’t actually have this figured out, and
  2. She would be alive to suffer the consequences.

That insight jolted her out of the traditional tech world and into climate action. She studied at Stanford, surrounded herself with mentors, and began diving into early-stage climate deals. But she quickly realized that most of the solutions she was seeing were still years away from commercialization.

So she narrowed her focus: no R&D moonshots, no science experiments—just deployable solutions that could scale now.

Carbon Optimum: Where Algae Meets Infrastructure

That’s how she found Carbon Optimum, a company using algae photobioreactors to remove CO₂ directly from industrial emissions. Their approach is both elegant and economic:

  • Install algae reactors next to major emitters like coal and cement plants.
  • Feed the algae with flue gas, allowing it to absorb CO₂ in a controlled system.
  • Harvest the algae and convert it into valuable commodities like bio-oils, fertilizer, and food ingredients.

It’s a nature-based solution, enhanced by engineering.
One acre of tanks can capture emissions and generate profit—without subsidies.

“This is one of the few solutions I’ve seen that can scale profitably and quickly,” Yao says. “And we’re not inventing anything new—we’re just doing it better.”

The Real Problem? It’s Capital, Not Carbon

As an investor, Yao is blunt: most climate startups are misaligned with the capital markets.

They’re following a tech startup playbook—built for SaaS, not steel. But building climate infrastructure requires a completely different approach: project finance, blended capital, debt structures, carbon credit integration, and regulatory incentives.

“Climate tech is more like real estate or healthcare than software,” Yao explains. “You don’t raise six rounds of venture. You build a stack—grants, equity, debt, tax credits—and you structure your project like infrastructure.”

It’s not just theory. It’s exactly how Carbon Optimum is expanding—through partnerships, offtake agreements, and real-world deployments. And it’s why she believes many climate startups fail: they don’t speak the language of finance.

Houston’s Role in the Climate Capital Stack

For Yao, Houston isn’t just a backdrop—it’s a strategic asset.

The city’s deep bench of project finance professionals, commodity traders, lawyers, and infrastructure veterans makes it uniquely positioned to lead the deployment phase of climate solutions.

“We’ve been calling it the wrong thing,” she says. “This isn’t just about climate—it’s an energy transition. And Houston knows how to build energy infrastructure at scale.”

Still, she notes, the ecosystem needs to evolve. Less education, more execution. Fewer workshops, more closers.

“Houston could be the epicenter of this movement—if we activate the right people and get the right projects over the line.”

From Carbon Capture to Circular Economies

The potential applications of Carbon Optimum’s algae platform go beyond carbon capture. Because the output—algae biomass—can be converted into:

  • Renewable oil
  • High-efficiency fertilizers (critical in today’s geopolitically fragile supply chains)
  • Food ingredients rich in protein and nutrients
  • Even biochar, a highly stable form of carbon sequestration

It’s scalable, modular, and location-agnostic. In island nations, Yao notes, these systems can offer energy independence by turning waste CO₂ into local energy and fertilizer—without needing to import fuels or food.

“It’s not just emissions reduction. It’s economic sovereignty through circular systems.”

Doing, Not Just Talking

One of Yao’s key takeaways for founders? Don’t waste time. Climate startups don’t have the luxury of trial-and-error cycles stretched over years.

“Founders need to get real about what it takes to scale: talent, capital, storytelling, partnerships. If you’re not ready to do that, maybe you should be a CSO, not a CEO.”

She also points out that founders don’t need to hire everyone—they need to tap the right networks. And in cities like Houston, those networks exist—if you know how to motivate them.

“It takes a different kind of leadership. You’re not just raising money—you’re moving people.”

Why This Episode Matters

This conversation is for anyone who’s serious about scaling real solutions to the climate crisis. Whether you’re a founder navigating capital markets, an investor seeking return and impact, or a policymaker designing the frameworks — Yao Huang offers a grounded, urgent, and actionable perspective.

It’s not about hope. It’s about execution.

Listen to the full episode of the Energy Tech Startups Podcast with Yao Huang:


--
Hosted by
Jason Ethier and Nada Ahmed, the Digital Wildcatters’ podcast, Energy Tech Startups, delves into Houston's pivotal role in the energy transition, spotlighting entrepreneurs and industry leaders shaping a low-carbon future.


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Houston PE firm makes latest nuclear industry acquisition

nuclear deal

Houston-based private equity firm Pelican Energy Partners has acquired California-based Veridiam for an undisclosed amount in an effort to further increase the firm’s focus on the nuclear energy sector.

Veridiam is a strategic manufacturer that specializes in the precision fabrication of components and assemblies made from exotic metals or advanced alloys for the nuclear, aerospace, defense, space and medical fields.

Following the acquisition, Veridiam will continue to operate under its existing name and will led by its current management team, including CEO Brian Joyal.

“Joining the Pelican platform accelerates our strategic trajectory," Joyal said in a news release. "With Pelican's support, we will accelerate the modernization and expansion of our manufacturing capabilities to meet unprecedented demand across the nuclear, aerospace, defense, and medical sectors. This partnership also enables us to expand our portfolio of mission-critical products and engineered solutions while maintaining the uncompromising quality, precision, and reliability standards that have defined Veridiam for more than 60 years."

Since 2011, Pelican has raised over $1 billion in committed capital and has realized over 15 investments. Currently, Pelican is investing from its fourth fund, which aims to support and advance companies that provide critical services and products to the nuclear power industry.

In 2024, Pelican raised a $450 million fund to invest in nuclear energy services and equipment companies.

The Veridiam deal comes after Pelican has completed several nuclear acquisitions. The PE firm acquired New Hampshire-based Environmental Alternatives Inc., which provides nuclear decontamination services, in April; it acquired Georgia-based WSI Welding Solution in December, which services the nuclear sector.

"Veridiam sits at the center of our investment thesis and reflects the kind of deal Pelican does best," Mike Scott, managing partner and founder of Pelican Energy Partners, added in the news release. "With the right capital and operating support, we see a clear opportunity to strengthen the business, invest in its capabilities, and create long-term value for customers and shareholders."

How Mitsubishi Heavy Industries America is advancing the hydrogen economy

The View from HETI

Mitsubishi Heavy Industries America (MHIA), a steering-level member company of the Houston Energy Transition Initiative, is leveraging engineering expertise and global capabilities to develop and deploy technologies that will decarbonize existing infrastructure and build the hydrogen economy of the future. The company’s recent investment in Koloma, a Colorado-based geologic hydrogen exploration startup, demonstrates its commitment to breakthrough innovations that can transform how the world produces and uses clean energy.

Traditional hydrogen production methods, whether from natural gas with carbon capture or from electrolysis using renewable electricity, require significant energy inputs and infrastructure investments. Geologic hydrogen represents a potentially transformative alternative: naturally occurring hydrogen deposits that can be extracted from underground reservoirs.

Koloma is pioneering the exploration and commercialization of geologic hydrogen using proprietary technology, unique data sets, and specialized expertise to identify and develop these resources globally. If successful at scale, geologic hydrogen could provide clean, affordable hydrogen without the energy penalty of production.

MHIA’s investment in Koloma joins a syndicate of strategic partners committed to accelerating hydrogen development:

  • Breakthrough Energy Ventures: Bill Gates’ climate investment fund focused on breakthrough technologies
  • Amazon’s Climate Pledge Fund: Supporting technologies that enable Amazon’s path to net zero
  • United Airlines’ Sustainable Flight Fund: Investing in solutions for aviation decarbonization

This partnership brings together technology innovation, capital, and potential customers to create the ecosystem needed to move from exploration to commercial deployment.

MHIA’s investment in geologic hydrogen is part of the company’s broader strategy to develop the complete hydrogen value chain:

Production: Beyond geologic hydrogen, MHIA is advancing technologies for hydrogen production from diverse sources, including natural gas with carbon capture and renewable-powered electrolysis.

Infrastructure: The company is developing the compression, storage, and transportation systems needed to move hydrogen from production sites to end users.

End-Use Applications: MHIA’s expertise spans power generation, industrial processes, and transportation applications that can utilize hydrogen as a clean fuel.

Integration: The company is working to integrate hydrogen systems with existing infrastructure, enabling decarbonization without requiring complete infrastructure replacement.

While new technologies like geologic hydrogen offer exciting possibilities, MHIA recognizes that much of the world’s energy infrastructure will continue operating for decades. The company is also investing in technologies that decarbonize existing systems:

  • MHIA is developing and deploying carbon capture systems that can be retrofitted to existing power plants and industrial facilities, allowing them to continue operating while dramatically reducing emissions.
  • The company’s gas turbine technologies can operate on blends of natural gas and hydrogen, enabling progressive decarbonization as hydrogen availability increases.
  • Through advanced controls, materials, and designs, MHIA is improving the efficiency of existing infrastructure—reducing fuel consumption and emissions without requiring replacement.

MHIA’s approach to the energy transition is guided by a clear mission: develop innovative technologies that help achieve a decarbonized society while maintaining energy security and affordability. This mission recognizes several important realities:

Energy Access Matters: Billions of people still lack access to reliable, affordable energy. Solutions must scale globally and work across diverse economic contexts.

Existing Infrastructure Represents Enormous Investment: The world has trillions of dollars invested in energy infrastructure. Solutions that work with this infrastructure can deploy faster than those requiring complete replacement.

Multiple Pathways Are Needed: No single technology will solve the climate challenge. Success requires parallel development of multiple solutions—hydrogen, carbon capture, renewables, nuclear, efficiency, and others.

Speed Matters: Climate change is a time-sensitive challenge. Technologies that can deploy at scale in the 2020s and 2030s matter more than perfect solutions that might be available in the 2040s or 2050s.

From Technology to Impact

MHIA’s investment in Koloma reflects the company’s belief that breakthrough technologies require patient capital, technical expertise, and strategic partnerships to move from concept to commercial reality. Geologic hydrogen has the potential to provide clean, affordable hydrogen at scale—but only if exploration techniques are validated, production methods are proven, and commercial models are demonstrated.

By investing early and providing both capital and technical support, MHIA is helping to accelerate this timeline. If Koloma succeeds, the impact could extend far beyond a single project and could unlock a vast new resource for the global energy transition.

The energy transition requires engineering excellence, patient capital, and willingness to back breakthrough innovations before they’re fully proven. Through HETI member companies like Mitsubishi Heavy Industries America, Houston is demonstrating the leadership, technical capabilities, and strategic vision needed to build a hydrogen economy that can help decarbonize the world’s energy system.

———

This article originally appeared on the Greater Houston Partnership's Houston Energy Transition Initiative blog. Learn more about MHIA’s energy transition initiatives at MHI Group Sustainability and read the full analysis here.

Energy expert: Houston welcomed the world — can Texas power what's next?

guest column

For a few weeks this summer, Houston welcomed the world.

The FIFA World Cup 2026 showcased our city's ability to host one of the largest international events on the planet. Millions watched from around the globe while hundreds of thousands of visitors experienced firsthand what Houston has become: a world-class destination for business, culture and global events.

But once the final match is played and the visitors return home, a more important question remains: Can Texas build the energy infrastructure needed to power what comes next?

The World Cup wasn't the finish line. It was a glimpse into the future.

That future is being shaped not only by population growth, but also by artificial intelligence, hyperscale data centers, advanced manufacturing, electrification, LNG expansion and continued industrial investment. Together, these forces are creating an unprecedented demand for electricity and placing new expectations on the infrastructure that supports it.

Energy Has Become Economic Infrastructure

For decades, economic development centered around highways, ports, airports and workforce.

Today, another asset has moved to the top of that list: energy infrastructure.

Reliable electricity is no longer simply a utility service. It has become a competitive advantage.

Companies evaluating where to build the next AI campus, manufacturing facility or industrial complex are increasingly asking different questions. How quickly can power be delivered? Is there enough transmission capacity? Can substations support future expansion? Is water infrastructure available? What is the long-term reliability of the local grid?

These questions are becoming just as important as tax incentives and available real estate.

Recent comments from Governor Greg Abbott that future AI developments should provide their own power generation and water illustrate just how dramatically the conversation has evolved. The challenge is no longer limited to meeting today's demand. It is preparing for a future where entirely new industries require unprecedented amounts of electricity while ensuring existing homes and businesses continue to receive reliable, affordable service.

The Next Energy Race Has Already Begun

Texas remains the nation's energy leader, producing more electricity than any other state while continuing to expand natural gas, wind, solar and emerging technologies.

But leadership in the next decade will be measured differently.

Success will depend on how quickly we can expand transmission infrastructure, modernize distribution systems, accelerate interconnection, strengthen grid resilience and support new generation where economic growth is occurring.

The conversation has shifted from producing more electricity to delivering it smarter.

That requires planning years before demand arrives.

Houston Is the Proving Ground

Houston sits at the center of this transformation.

Already recognized as the Energy Capital of the World, the region continues attracting major employers, global headquarters, industrial expansion and technology investment. The Port of Houston continues to grow. Advanced manufacturing is expanding. AI companies are evaluating Texas alongside other national markets.

Every one of these investments depends on reliable infrastructure.

While the World Cup demonstrated Houston's ability to manage a temporary surge of visitors, the more significant challenge lies ahead. Permanent economic growth creates sustained electricity demand that cannot be addressed with temporary solutions.

Meeting that demand will require coordinated investment across generation, transmission, distribution, storage and increasingly, digital technologies capable of forecasting and managing electricity in real time.

Smarter Infrastructure for a Smarter Grid

The future electric grid will look very different from the one that built modern Texas.

Artificial intelligence, predictive analytics, advanced sensors and distributed energy resources will allow operators to anticipate demand, identify equipment failures before they occur and optimize energy delivery across increasingly complex networks.

Infrastructure is no longer simply about building more. It is about building smarter.

At the same time, resilience must remain central to every investment. Texans understand better than most that hurricanes, flooding, winter storms and prolonged heat waves are no longer rare events. Modern infrastructure must not only support growth but also withstand increasingly volatile weather.

Building Beyond the Headlines

The World Cup generated headlines because of what happened on the field.

Its lasting legacy may be what it revealed about the city beyond the stadium.

Houston demonstrated that it can host the world. The next challenge is ensuring it can continue to power one of the fastest-growing economies in North America.

That will require continued investment, thoughtful policy and long-term planning that recognizes energy infrastructure as essential economic infrastructure.

Texas has spent decades leading the world in energy production.

The next opportunity is even greater.

To become the global leader in how energy systems are planned, built and operated for a future defined by artificial intelligence, industrial growth and rapidly evolving consumer demand.

Because the cities that lead tomorrow won't simply generate the most energy.

They'll be the ones best prepared to deliver it where opportunity is growing.

———

Sam Luna is director at BKV Energy, where he oversees brand and go-to-market strategy, customer experience, marketing execution, and more.