Anu Puvvada, KPMG Studio leader, shares how her team is advancing software solutions while navigating hype cycles and solving billion-dollar-problems. Photo courtesy of KPMG

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, tells InnovationMap.

Now, almost two years later, KPMG Studio has spun out its first company, AI-based security startup Cranium, which has raised $7 million in a seed round led by SYN Ventures with support from KPMG.

Established to advance internal innovation, KPMG Studio's technologies don't always get spun out into startups like Cranium, but with support of the team, the early-stage ideas receive guidance from the company's resources with the potential to be rolled into KPMG's suite of services for its clients.

In an interview with InnovationMap, Puvvada shares more about the program, the Cranium spin out, and why she's passionate about leading this initiative from Houston.

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. With Cranium, we saw some very early indicators, like a rise in AI adoption amongst our clients. We saw that AI was in this spot where it was going to hit an exponential growth marker. We also saw a rise in cyber attacks. All of that plus conversations with clients made us realize that there's there's something big brewing here.

We're looking at a ton of ideas, and then parsing out maybe 10 that we create into the next Cranium. And then in accelerate, we're finding early adopters and we're growing the idea, building it, raising venture capital for the idea if we decide to spin it out.

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: So there are two paths for these technologies, right?

AP: We either have what we call spin ins, which means it's created and spins into the business or we have spin outs, which is what Cranium is. We classify spin outs into its own startup or a sale of an asset. And then for the spin in, we would license to our clients under the mothership of KPMG.

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.

IM: What's your vision for the studio?

AP: I definitely see us taking in more ideas into studio to build internally for our pioneers, which is what we call our innovators — Jonathan Dambrot, who is the founder of Cranium, he's the pioneer. We'll definitely be doing more Craniums that spin out of the firm. And we have a number that are spinning into the firm already.

I also see us evolving to bring in external startups into the studio so we can also give them the entire ecosystem a way to be lifted up and to shepherd each other into the future.

It's really important that anything that we invest in and we work on is staying measured through these hype cycles that are happening. We need to make sure that these ideas are grounded in the problem that's being solved in an adaptable way and that there's a strong market need for it. That's something that the studio really spends a lot of time doing in the beginning, which kind of helps mitigate some of these hype cycles for us and our clients.

When you think about innovation as a whole, it's mired with risk and uncertainty. You never know if something's going to work or not. And part of what we have to do with any idea that we're building in the studio or anything that our clients are doing around innovation, we have to do as much as we can to mitigate that risk and uncertainty. And that's kind of what KPMG's wheelhouse is.

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This conversation has been edited for brevity and clarity.

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With boost from Houston, Texas is the No. 1 state for economic development

governor's cup

Texas is on a 14-year winning streak as the top state for attracting job-creating business location and expansion projects.

Once again, Texas has claimed Site Selection magazine’s Governor’s Cup. This year’s honor recognizes the state with the highest number of economic development projects in 2025. Texas landed more than 1,400 projects last year.

Ron Starner, executive vice president of Site Selection, calls Texas “a dynasty in economic development.”

Among metro areas, Houston lands at No. 2 for the most economic development projects secured last year (590), behind No. 1 Chicago and ahead of No. 3 Dallas-Fort Worth.

In praising Houston as a project magnet, Gov. Greg Abbott cites the November announcement by pharmaceutical giant Lilly that it’s building a $6.5 billion manufacturing plant at Houston’s Generation Park.

“Growth in the Greater Houston region is a great benefit to our state’s economy, a major location for foreign direct investment and key industry sectors like energy, aerospace, advanced manufacturing, and life sciences,” Abbott tells Site Selection. “Houston is also home to one of the largest concentrations of U.S. headquarters for companies from around the world.”

In 2025, Fortune ranked Houston as the U.S. city with the third-highest number of Fortune 500 headquarters (26).

Texas retained the Governor’s Cup by gaining over 1,400 business location and expansion projects last year, representing more than $75 billion in capital investments and producing more than 42,000 new jobs.

Site Selection says Texas’ project count for 2025 handily beat second-place Illinois (680 projects) and third-place Ohio (467 projects). Texas’ number for 2025 represented 18% of all qualifying U.S. projects tracked by Site Selection.

“You can see that we are on a trajectory to ensure our economic diversification is going to inoculate us in good times, as well as bad times, to ensure our economy is still going to grow, still create new jobs, prosperity, and opportunities for Texans going forward,” Abbott says.

Houston e-commerce giant Cart.com raises $180M, surpasses $1B in funding

fresh funding

Editor's note: This article has been updated to clarify information about Cart.com's investors.

Houston-based commerce and logistics platform Cart.com has raised $180 million in growth capital from private equity firm Springcoast Partners, pushing the startup past the $1 billion funding mark since its founding in 2020.

Cart.com says it will use the capital to scale its logistics network, expand AI capabilities and develop workflow automation tools.

“This investment will strengthen our balance sheet and provide us with the flexibility to accelerate our strategic priorities,” Omair Tariq, CEO of Cart.com, said in a news release. “We’ve built a platform that combines commerce software with a scaled logistics network, and we’re just getting started.”

In conjunction with the funding, Springcoast executive-in-residence Russell Klein has been appointed to Cart.com’s board of directors. Before joining Springcoast, he was chief commercial officer at Austin-based Commerce.com (Nasdaq: CMRC). Klein co-led Commerce.com’s IPO, led the company’s mergers-and-acquisitions strategy and played a key role in several funding rounds.

“The team at Cart.com has demonstrated excellence in their ability to scale efficiently while continuing to innovate,” Klein said. “I’m excited to join the board and support the company as it expands its AI-driven capabilities, deepens enterprise relationships, and further strengthens its position as a category-defining commerce and fulfillment platform.”

Before this funding round, Cart.com had raised $872 million in venture capital and reached a valuation of about $1.6 billion, according to CB Insights. With the new funding, the startup has collected over $1 billion in just six years.

This is the income required to be a middle class earner in Houston in 2026

Cashing In

A new study tracking the upper and lower thresholds for middle class households across the nation's largest cities has revealed Houstonians need to make at least a grand more than last year to maintain their middle class status this year.

According to SmartAsset's just-released annual report, "What It Takes to Be Middle Class in America – 2026 Study," Houston households need to make anywhere from $42,907 to $128,722 to qualify as middle class earners this year.

Compared to 2025, Houstonians need to make $1,153 more per year to meet the minimum threshold for a middle class status, whereas the upper bound has stretched $3,448 higher. The median income for a Houston household in 2024 was $64,361, the study added.

SmartAsset's experts used 2024 Census Bureau median household income data for the 100 biggest U.S. cities and all 50 states and determined middle class income ranges by using a variation of Pew Research's definition of a middle class household, stating the salary range is "two-thirds to double the median U.S. salary."

In the report's ranking of the U.S. cities with the highest household incomes needed to maintain a middle class status, Houston ranked No. 80.

In the report's state-by-state comparison, Texas has the 24th highest middle class income range. Overall, Texas households need to make between $53,147 and $159,442 to be labeled "middle class" in 2026. For additional context, the median income for a Texas household in 2024 came out to $79,721.

"Often, the expectations that come with the term 'middle class' include reaching home ownership, raising kids, the comfort of modest emergency funds and retirement savings, and the occasional splurge or vacation," the report said. "And as the median household income varies widely across the U.S. depending on the local job market, housing market, infrastructure and other factors, so does swing the bounds on what constitutes a middle class income in America."

What it takes to be middle class elsewhere around Texas

Two Dallas-Fort Worth suburbs – Frisco and Plano – have some of the highest middle class income ranges in the country for 2026, SmartAsset found.

Frisco households need to make between $96,963 and $290,888 to qualify as middle class this year, which is the third-highest middle class income range nationwide.

Plano's middle class income range is the eighth highest nationally, with households needing to make between $77,267 and $231,802 for the designation.

Salary range needed to be a middle class earner in other Texas cities:

  • No. 28 – Austin: between $60,287 and $180,860
  • No. 40 – Irving: between $56,566 and $169,698
  • No. 44 – Fort Worth: between $55,002 and $165,006
  • No. 57 – Garland: between $50,531 and $151,594
  • No. 60 – Arlington: between $49,592 and $148,77
  • No. 61 – Dallas: between $49,549 and $148,646
  • No. 73 – Corpus Christi: between $44,645 and $133,934
  • No. 77 – San Antonio: between $44,117 and $132,352
  • No. 83 – Lubbock: between $41,573 and $124,720
  • No. 84 – Laredo: between $41,013 and $123,038
  • No. 89 – El Paso: between $39,955 and $119,864
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This article originally appeared on CultureMap.com.