eyes on ideation

Q&A: How this Houston-based studio is tackling billion-dollar problems with internal innovation

Anu Puvvada, KPMG Studio leader, shares how her team is advancing software solutions across industries from ESG to medicine and beyond. Photo courtesy of KPMG

Across the energy transition, major corporations — within the energy sector or adjacently supporting it — are focusing on new ways to innovate solutions.

In 2021, KPMG, a New York-based global audit, accounting, and advisory service provider, formed a new entity to play in the innovation space. The Houston-based team finds innovative software that benefit KPMG's clients across industries.

"We're really focused on transformative businesses that we can offer our clients in the next three to five years to solve fairly large problems," Anu Puvvada, KPMG Studio leader, shares with InnovationMap earlier this year.

In an interview with InnovationMap, Puvvada shares more about the program and why she's passionate about leading this initiative from Houston. Check out the shortened Q&A below and head to InnovationMap for the full conversation.

InnovationMap: Tell me about KPMG Studio's structure and your overall goal with the program.

Anu Puvvada: I like to think about it more around framing. We frame the studio around three pillars: incubate, accelerate and amplify. We take in a lot of ideas that come from the business and from our clients and we incubate and see which of them are really high growth solving like a very large problem across verticals and horizontals. When I say a big problem — it's got to be a $1 billion-plus problem.

IM: Seems like a mutually beneficial relationship between KPMG and these innovators, right?

AP: I would say it's good for KPMG because it allows us to innovate differently and innovate with agility. My group actually operates as a startup within a large organization. And then we create this ecosystem around startups inside KPMG, so when it exits, it's got the basis to run on its own. That's important for us because it gives us agility, it lets us really capitalize on our brand. It's not just what it brings us, but also what it brings our clients.

There's a big competitive advantage to innovating inside KPMG. These innovators get to work inside our walls protected by the infrastructure of KPMG. They, they get a technology team to help them build the idea. And they get to use their brand of KPMG, use our marketing engine, our comms engine, like everything that's behind us. A startup outside, it doesn't get any of that. So, it almost like accelerates them into market when the spin out happens. We use the differentiators and the competitive advantage of KPMG in order to amplify the story of that startup and their value proposition in the market.

IM: Is the studio operating completely in Houston?

AP: We source our ideas from all over nationally. I'm in Houston and a lot of my support team is actually in Houston as well. And I work with a lot of the Houston ecosystem around innovation. I really see Houston as a big future market. We are at the center of climate and ESG, the space economy, and medicine. Those are three big like curves that are going to be hitting in the next five years. So, it is integral for studio to be integrated into that ecosystem to position KPMG for the future.

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This conversation has been edited for brevity and clarity. A version of this article originally ran on InnovationMap.

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A View From HETI

Merab Momen, founder of AI CTO Services. Courtesy Photo

Artificial intelligence is now everywhere. It is mentioned in every startup pitch deck, and every corporate roadmap claims to use it. However, many early-stage businesses struggle with the simple question, “What does AI actually mean for my business?”

In a recent podcast episode of EnergyTech Startups, Merab Momen, founder of AI CTO Services and a long time AI practitioner, explains why most founders misunderstand AI, how startups can practically apply it and why Houston is quietly becoming a serious hub for AI-driven innovation.

Filling the AI Leadership Gap

Merab’s career has spanned decades of technology transitions. He worked on neutral networks in the 1990s, constructed computer vision systems long before they were common, and helped install AI solutions inside huge industrial companies. However, he noticed a huge problem when generative AI started to explode into the mainstream-The requirement of a real partner by the founders for AI integration but inability to rely on a full-time CTO and project-based consultants.

“I really needed something which is much more engaging where I can give that partner-level advice to the founders,” he said. By giving firms on-demand access to high-level AI knowledge and expertise, his methodology enables them to analyse tools, steer clear of cost blunders and eventually transition to a permanent technology leader when the time is right.

AI is Older than Most People Think

Despite its recent rise in popularity, AI is nothing new. AI actually began in the 1950s. Merab in his conversation explained how he worked on his first AI project back in the year 1996 that worked perfectly, but the processing power wasn’t just there to make it practical. He continued how he utilized the swarm intelligence models to optimize supply chains, now referred to as MLPOs and data engineering.

From Language Models to Physical World

Much of the public conversation about AI revolves around chatbots and text generation. But Merab sees far greater potential in AI’s interaction with the physical world, especially in industrial settings. He emphasized edge computing and vision language models (VLMs) as significant advances in manufacturing and energy. This physical shift is opening doors for new opportunities for robotics, automated inspections, and industrial safety applications. Merab added that Houston is uniquely positioned for this transition.

Why Houston has an AI Advantage

Silicon Valley may dominate the AI headlines, but Merab believes Houston’s advantage lies beneath the surface. The city doesn’t lag in AI utilization; it just operates in industries where results show differently.

Machine learning isn’t new to Houston’s core industries. Energy companies, manufacturers, logistics providers, and healthcare systems have been using advanced analytics for decades. The difference lies in them innovating in industrial sectors rather than consumer technology.

What’s Next

With the AI CTO Services growing, Merab is working with startups across industries to deploy AI in practical, business-first ways.

He is more interested in assisting founders in finding answers to critical issues than following new trends.

For Houston’s energy and climate tech community, it needs to transform AI enthusiasm into real-world impact.

Listen to the full conversation with Mehrab Momin on the Energy Tech Startups Podcast to learn more.

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Energy Tech Startups Podcast is hosted by Jason Ethier and Nada Ahmed. It delves into Houston's pivotal role in the energy transition, spotlighting entrepreneurs and industry leaders shaping a low-carbon future.


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