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For most companies, supply chain emissions data is scattered, outdated, and full of gaps.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


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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.


Houston-based Mati Carbon won the global XPRIZE Carbon Removal competition, funded by The Musk Foundation. Photo via LinkedIn.

Houston companies win big at Elon Musk-backed carbon removal competition

xprize winners

Houston-based Mati Carbon has won the $50 million grand prize in the XPRIZE Carbon Removal competition, backed by Elon Musk’s charitable organization, The Musk Foundation.

Mati was selected in 2024 as one of 20 global finalists. The company removes carbon through its Enhanced Rock Weathering (ERW) program that works with agricultural farms in Africa and India.

The 3-year-old startup accelerates the natural process of rock weathering (ERW) by applying pulverized basalt to croplands of partnered smallholder farmers, free of charge. Mati says the farmers it partners with are some of the most vulnerable to the impacts of climate change.

“Winning this XPRIZE competition is an incredible honor and a definitive validation of our research and development, and building out the infrastructure needed to impact millions of farmers while delivering verifiable carbon dioxide removal at a gigaton scale,” Mati Carbon Founder and CEO Shantanu Agarwal, said in a news release. “I couldn’t be prouder, not just of the Mati team, but of our collaborators, research partners and the thousands of smallholder farmers who let us be part of their lives. This XPRIZE recognition will allow us to collaborate with local partners to accelerate the use of enhanced rock weathering across the Global South.”

Mati reports that it plans to use the award to “scale its efforts working with smallholder farmers worldwide.” Apart from the XPRIZE funding, Mati plans to grow its model through the sale of CDR credits. According to the company, it counts Shopify, Stripe, and H&M among its early carbon credit buyers.

“Mati Carbon’s deployments bolster farmers’ livelihoods through improved soil health, reduced agricultural inputs, and increased income at zero cost to them. Mati Carbon’s team has developed a scientifically rigorous approach to monitoring and verification, and excelled across each of XPRIZE’s prize evaluation criteria – operational, sustainability, and cost metrics – giving the XPRIZE judges the highest confidence in Mati Carbon’s solution’s long-term scalability,” the XPRIZE judges wrote.

Houston-based Vaulted Deep took home the second-runner-up prize in the competition and $8 million for its organic waste storage process. The company provides permanent carbon storage by injecting nonhazardous organic waste deep underground. It spun off with $8 million in seed funding from Advantek Waste Management Services in 2023.

"Our approach is grounded in geomechanical injection techniques that have been safely deployed globally for decades by our team and predecessors," Omar Abou-Sayed, co-founder and executive chairman of Vaulted, said in a separate release. "XPRIZE recognized that this is a proven approach—already in use, delivering impact, and built on the kind of reliability the industry needs to scale responsibly."

Launched in 2021, the four-year XPRIZE Carbon Removal competition challenged global innovators to deploy scalable solutions for removing carbon dioxide from the atmosphere and oceans. More than 1,300 teams from 88 countries competed. XPRIZE finalists were required to remove at least 1,000 tonnes of CO2 over a one-year demonstration period.

French company NetZero took home the first-runner-up prize of $15 million, and London-based UNDO came in as third-runner-up with a $5 million prize.

Since the announcement of the XPRIZE Carbon Removal competition, the Musk-led Department of Government Efficiency has cut climate funding for agencies, projects and research. While the Musk Foundation sponsored the XPRIZE event, it is not affiliated with the California-based organization, according to the Associated Press.

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CPS Energy invests $1.4B in Houston hydrogen-ready power plants

CPS Energy, which services San Antonio, has agreed to acquire four state-of-the-art natural gas power generation facilities in the Houston area from Missouri-based PROENERGY for $1.387 billion, according to a release.

The recently constructed plants have an aggregate electric capacity of 1,632 megawatts and are located in the Electric Reliability Council of Texas (ERCOT) markets in Harris, Brazoria and Galveston counties. The assets are dual-fuel capable, which would allow CPS Energy to transition to a hydrogen fuel blend and reduce carbon emissions.

CPS president and CEO Rudy Garza said that the acquisition presents a lower cost and lower supply chain risk alternative to building new power facilities while providing reliable, affordable and cleaner energy.

“We are getting the best of both worlds by securing new infrastructure without delay while also strengthening the power supply for our community,” Garza said in a news release. “This acquisition secures reliable capacity today – at a lower cost – and is a win for the customers of CPS Energy, the city of San Antonio and all the communities we serve by meeting their long-term energy needs. As we add resources to meet the needs of our fast-growing communities, we will continue to look to a diverse balance of energy sources that complement our portfolio, including natural gas, solar, wind, and storage, keeping our community powered and growing.”

PROENERGY will continue to staff, operate, and maintain the plants.

“By acquiring recently constructed, currently operating modern power plants that utilize proven technology already in use by CPS Energy, we avoid higher construction costs, inflationary risk, and long timelines associated with building new facilities – while also enhancing the reliability and affordability of the CPS Energy generation portfolio,” Garza added in the release.

CPS Energy is one of the nation’s largest public power, natural gas, and electric companies with 950,000 electric and 389,000 natural gas customers in the San Antonio area and surrounding counties.

Expert: How technology is transforming energy education and powering young minds

Guest Column

In today’s ever-changing digital world, the way we teach kids about science is rapidly transforming. Energy education, specifically, is expanding and contributing to the STEM landscape significantly. Helping children understand where energy comes from, how we use it in our everyday lives and how it affects our planet is critical to sparking early interest in STEM learning and inspiring potential careers in the energy industry.

Thanks to new technology and the power of artificial intelligence, we are better equipped to explain these complex ideas in fun, interactive and easy-to-understand ways.

The Role of Educational Technology in Classrooms

Traditional teaching methods can struggle to connect scientific concepts to students’ everyday experiences. A 2023 study found that technology not only makes learning more engaging and enjoyable but also encourages students to invest more effort in their studies over time.

Tools like tablets, smartboards, interactive simulations and gamified learning apps allow students to visualize energy systems, conduct virtual experiments and explore dynamic models that demonstrate how energy flows through different systems.

For example, virtual labs allow students to simulate the installation of solar panels or observe how wind turbines convert kinetic energy into electricity, all without leaving the classroom. These digital tools transform abstract theories into concrete, hands-on experiences, making it easier for students to understand and retain core principles of energy science.

Gamified learning has also become increasingly popular in K–12 classrooms because it engages students by meeting them where they are through interactive, game-like experiences. By incorporating familiar motivators such as points, levels, rewards and challenges, it taps into the same engagement techniques students encounter in video games and apps outside the classroom.

In an era when competition for students’ attention is higher than ever, more educators are turning to gamification because it works; it transforms passive learning into an active, student-centered experience, helping learners stay focused and motivated.

When applied to energy education, gamification can be especially powerful. Educational games that task students with managing a virtual city, designing energy-efficient systems or balancing an energy budget help build valuable real-world skills like problem-solving and systems thinking. Most importantly, they keep students engaged and make learning about energy meaningful.

Equity and Access in Educational Technology

While technology and AI offer immense potential to transform energy education, it is crucial to address the digital divide that exists across different schools and communities. Not all students have equal access to the devices, software or reliable internet connectivity needed to benefit from these innovative learning tools.

Bridging this gap requires collaborative efforts through public-private partnerships, targeted grants and community-driven educational outreach programs. These initiatives play a vital role in ensuring that every student, regardless of socioeconomic background or geographic location, has the opportunity to engage with tech-driven energy education.

Organizations like the Energy Education Foundation are taking meaningful steps in this direction. This fall, the nonprofit is launching EnergyXP, an innovative, mobile STEM learning experience designed for middle school students. The program offers 16 interactive, hands-on, and digital activities aligned with the Next Generation Science Standards, and is provided free of charge to participating schools. Through EnergyXP, students explore diverse energy concepts while building curiosity, collaboration and critical thinking skills. The program links classroom learning to real-world applications, helping students see the role of energy in their daily lives and sparking interest in STEM careers.

Other promising initiatives such as community tech hubs, low connectivity learning platforms, school-device loan programs and subsidized broadband options also support increased access to digital education. In Harris County, the Commissioners Court recently voted unanimously to create the Harris County Broadband Task Force with the aim of expanding internet access and affordability and addressing the growing digital literacy demands in the region. Additionally, Compudopt, a partner of the Energy Education Foundation, is another valuable resource for the Houston-area community. Its programs work to eliminate barriers to computer access, build technical and digital literacy skills, offer no- or low-cost high-speed internet options and support the long-term success of youth and their communities.

By supporting programs and organizations that decrease the digital divide, we can ensure that all students have access to engaging, technology-driven energy education. Providing young learners with the tools to explore, innovate and connect with the energy systems that power their world is key to building a more diverse, inclusive energy workforce for the future.

AI is Transforming the Energy Landscape

Students who utilize technology and AI in the classroom will be better equipped for the energy jobs of the future. As the energy sector continues to evolve, AI is becoming an essential tool for addressing complex challenges from optimizing energy production and distribution to accelerating innovation and improving system reliability.

By exposing students to AI-driven learning experiences early on, we can help them build the skills needed to understand and contribute to emerging technologies such as smart grids, predictive maintenance, renewable energy forecasting and energy storage optimization. These technologies are already shaping the future of how we produce, store and consume energy.

Through hands-on engagement with AI-powered simulations, data analysis tools and problem-solving scenarios, students are learning how to lead in a tech-driven, sustainable energy future.

As the world transitions toward more technology-driven energy systems, the importance of early, engaging and equitable energy education has never been more critical. Through the integration of technology, gamified learning and AI in the classroom, we can make science more accessible and empower students with the knowledge and skills they need to shape the future. Programs like EnergyXP demonstrate how innovation in education can bridge opportunity gaps, spark curiosity and lay the groundwork for a more inclusive and forward-thinking energy workforce. The investments we make in today’s classrooms will determine the energy leaders of tomorrow.

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Kristen Barley is the executive director of the Energy Education Foundation, a nonprofit dedicated to inspiring the next generation of energy leaders by providing comprehensive, engaging education that spans the entire energy spectrum.


Daikin to run massive Houston-area campus on solar power through new Engie partnership

power deal

Japan-based HVAC manufacturer Daikin has struck a five-year deal with Houston-based Engie North America to fully power its Texas facilities with renewable energy.

The deal includes Daikin Texas Technology Park (DTTP), home to the company’s North American headquarters and its largest factory (and one of the largest factories in the world). The more than $500 million, 4.2 million-square-foot campus sits on nearly 500 acres in Waller.

The technology park, which held its grand opening in 2017, combines manufacturing, engineering, logistics, marketing, and sales operations for Amana, Daikin and Goodman HVAC products. Earlier this year, Daikin installed a solar array at DTTP to power its central chiller plant.

Under the new agreement, Daikin will pay Engie North America for clean electricity from the 260-megawatt Impact Solar Farm, located northeast of Dallas-Fort Worth in Lamar County. Engie North America is a subsidiary of French utility company Engie.

The $250 million solar farm, which London-based Lightsource BP started operating in 2021, produces about 450,000 megawatt-hours of solar power each year. Lightsource, which has an office in Austin, develops, finances and operates utility-scale renewable energy projects. Lightsource BP is a subsidiary of energy giant BP, whose North American headquarters is in Houston.

“This initiative represents a major step forward in aligning our operations with Daikin’s long-term sustainability goals,” Mike Knights, senior vice president of procurement at Daikin, said in a release.

Daikin aims to make its DTTP a net-zero factory by 2030.