Clockwise from top left: Sean Kelly of Amperon, Dianna Liu of ARIXTechnologies, Matthew Dawson of Elementium Materials, Vibhu Sharma of InnoVent Renewables, Cindy Taff of Sage Geosystems, and Emma Konet of Tierra Climate. Photos courtesy

From finding funding to navigating the pace of traditional oil and gas company tech adoption, energy transition companies face their fair share of challenges.

This year's Houston Innovation Awards finalists in the Energy Transition category explained what their biggest challenge has been and how they've overcome it. See what they said below, and make sure to secure your tickets to the Nov. 14 event to see which of these finalists win the award.

"The evolving nature of the energy industry presents opportunities to solve some of our industry's greatest challenges. At Amperon we help optimize grid reliability and stability with the power of AI demand forecasting."

Sean Kelly, CEO of Amperon, an AI platform powering the smart grid of the future

"The biggest challenge in leading an energy transition-focused startup has been balancing the urgency for sustainable solutions with the slow pace of change in traditional industries like oil and gas. Many companies are cautious about adopting new technologies, especially when it comes to integrating sustainability initiatives. We overcame this by positioning our solutions not just as environmentally friendly, but as tools that improve safety, efficiency, and cost savings. By aligning our value proposition with their operational goals and demonstrating real, measurable benefits, we were able to gain traction and drive adoption in industries that are traditionally resistant to change."

— Dianna Liu, CEO of ARIXTechnologies, an integrated robotics and data analytics company that delivers inspection services through its robotics platforms

"Scaling up production of hard tech is a major challenge. Thankfully, we recruited top-notch talent with experience in technology scale-up and chemical processes. In addition, we've begun building partnerships with some of the world's largest chemical manufacturers in our space who are excited to be a part of our journey and could rapidly accelerate our go to market strategy. We have significant demand for our product as early as 2025, so partnering with these companies to scale-up will bring our technology to market years ahead of doing it alone."

— Matthew Dawson, CEO of Elementium Materials, a battery technology with liquid electrolyte solutions

"Our pyrolysis reactor is a proprietary design that was developed during Covid. We ran simulations to prove that it works, but it was not easy to test it in a pilot facility, let alone scaling it up. We managed ... to run our pilot plant studies, while working with them remotely. We proved that our reactor worked and produced high quality products. Later, we built our own pilot plant R&D facility to continue running tests and optimizing the process. Then, there was the challenge of scaling it up to commercial size. ... We put together a task force of four different companies to come together to design and build this complex reactor in record time."

— Vibhu Sharma, CEO of InnoVent Renewables, a startup with proprietary continuous pyrolysis technology that converts waste tires, plastics, and biomass into valuable fuels and chemicals

"Energy storage and geothermal power generation are capital-intensive infrastructure projects, requiring investors with a deep commitment and the patience in terms of years to allow the technology to be developed and proven in the field. One challenge is finding that niche of investors with the vision to join our journey. We have succeeded in raising our $30 million series A with these types of investors, whom we’re confident will continue the journey as we scale."

— Cindy Taff, CEO of Sage Geosystems, an energy company focused on developing and deploying advanced geothermal technologies to provide reliable power and sustainable energy storage solutions regardless of geography

"The biggest challenge we've faced has been to bring together massive independent power producers on one side who are investing hundreds of millions of dollars into grid infrastructure with multi- national tech giants on the other that don't have experience working much with energy storage. As a startup with only four employees, gaining credibility with these players was critical. We overcame this hurdle by becoming the preeminent thought leader on storage emissions, through publishing white papers, discussing the issues on podcasts, and (more)."

— Emma Konet, CTO of TierraClimate, a software provider that helps grid-scale batteries reduce carbon emissions

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This article originally ran on EnergyCapital.

With the collaboration, joint customers can seamlessly integrate accurate energy forecasts into power market trading. Photo via amperon.co

Houston energy data SaaS co. partners with trading platform

team work

In an effort to consolidate and improve energy data and forecasting, a Houston software company has expanded to a new platform.

Amperon announced that it has expanded its AI-powered energy forecasts to Snowflake Marketplace, an AI data cloud company. With the collaboration, joint customers can seamlessly integrate accurate energy forecasts into power market trading. The technology that Amperon provides its customers — a comprehensive, AI-backed data analytics platform — is key to the energy industry and the transition of the sector.

“As Amperon continues to modernize energy data and AI infrastructure, we’re excited to partner with Snowflake to bring the most accurate energy forecasts into a single data experience that spans multiple clouds and geographies," Alex Robart, chief revenue officer at Amperon, says in a news release. "By doing so, we’re bringing energy forecasts to where they will be accessible to more energy companies looking to increase performance and reliability."

Together, the combined technology can move the needle on enhanced accuracy in forecasting that strengthens grid reliability, manages monetary risk, and advances decarbonization.

“This partnership signifies Amperon’s commitment to deliver world-class data-driven energy management solutions," Titiaan Palazzi, head of power and Utilities at Snowflake, adds. "Together, we are helping organizations to easily and securely access the necessary insights to manage risk and maximize profitability in the energy transition."

With Amperon's integrated short-term demand and renewables forecasts, Snowflake users can optimize power markets trading activity and manage load risk.

"Amperon on Snowflake enables us to easily integrate our different data streams into a single unified view," Jack Wang, senior power trader and head of US Power Analysis at Axpo, says. "We value having complete access and control over our analytics and visualization tools. Snowflake allows us to quickly track and analyze the evolution of every forecast Amperon generates, which ultimately leads to better insights into our trading strategy."

Amperon, which recently expanded operations to Europe, closed a $20 million series B round last fall led by Energize Capital and tripled its team in the past year and a half.

In March, Amperon announced that it replatformed its AI-powered energy analytics technology onto Microsoft Azure.

Learn more about the company on the Houston Innovators Podcast episode with Sean Kelly, co-founder and CEO of Amperon.

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This article originally ran on EnergyCapital.

This week's roundup of Houston innovators includes Angela Wilkins of Starling Medical, Sean Kelly of Amperon, and Laureen Meroueh of Hertha Metals. Photos courtesy

3 Houston innovators to know this week

who's who

Editor's note: Every week, I introduce you to a handful of Houston innovators to know recently making headlines with news of innovative technology, investment activity, and more. This week's batch includes a podcast with a health tech data scientist, a CEO celebrating an international expansion, and a founder who won a big DOE prize.

Angela Wilkins, chief data scientist at Starling Medical

Angela Wilkins joins the Houston Innovators Podcast to discuss the intersection of data and health care. Photo courtesy

When most people hear about Houston startup Starling Medical, they might think about how much potential the medical device company has in the field of urinalysis diagnostics. But that's not quite where Angela Wilkins's head went.

Wilkins explains on the Houston Innovators Podcast that when she met the company's co-founders, Hannah McKenney and Drew Hendricks, she recognized them as very promising startup leaders taking action on a real health care problem. Starling's device can collect urine and run diagnostics right from a patient's toilet.

"It was one of those things where I just thought, 'They're going to get a bunch of data soon,'" Wilkins says. "The opportunity is just there, and I was really excited to come on and build their AI platform and the way they are going to look at data."

For about a year, Wilkins supported the startup as an adviser. Now, she's working more hands on as chief data officer as the company grows. Read more.

Sean Kelly, CEO and co-founder of Amperon

Amperon officially expanded in Europe. Photo via LinkedIn

Houston-based, AI-powered electricity forecasting and analytics services company Amperon Holdings is live in Europe. The expansion, which Co-Founder and CEO Sean Kelly previously told InnovationMap about, is official, the company announced this month. In addition to the expansion, Amperon announced Jon Ecker as general manager, Europe, and Kelsey Hultberg as executive vice president, communications, and chief of staff.

Now, European companies that buy and sell energy in the renewable energy producers, financial institutions, and utilities markets can leverage Amperon's platform of AI and machine learning technologies to access short- and long-term forecasts for their individual meters and generation assets.

“As a warmer-than-expected June ushers in a hot summer, and increasing uncertainty looms for the calmer fall months due to the influx of wind and solar generation, we are eager to assist our European customers in navigating the power market volatility caused by heat waves, extreme weather events, and shifts in power usage across the region,” Kelly says in a news release. Read more.

Laureen Meroueh, founder of Hertha Metals

Hertha Metals, based in Conroe, won first place at the 2024 Summer Energy Program for Innovation Clusters (EPIC) Startup Pitch Competition. Photo via LinkedIn

Four startups from across the country won over $160,000 in cash prizes from the U.S. Department of Energy’s Office of Technology Transitions earlier this month, and a Houston-area company claimed the top prize.

Hertha Metals, based in Conroe, won first place at the 2024 Summer Energy Program for Innovation Clusters (EPIC) Startup Pitch Competition. The program honors and supports clean energy innovators nominated by clean technology business incubators.

Hertha Metals was founded by Laureen Meroueh, a mechanical engineer and materials scientist, in 2022. Read more.

This week's roundup of Houston innovators includes Sean Kelly of Amperon, Amanda Burkhardt of Phiogen, and Mielad Ziaee of UH. Photos courtesy

3 Houston innovators to know this week

who's who

Editor's note: Welcome to another Monday edition of Innovators to Know. Today I'm introducing you to three Houstonians to read up about — three individuals behind recent innovation and startup news stories in Houston as reported by InnovationMap. Learn more about them and their recent news below by clicking on each article.

Sean Kelly, CEO and co-founder of Amperon

Amperon CEO Sean Kelly joins the Houston Innovators Podcast to share his company's growth and expansion plans. Photo via LinkedIn

The technology that Amperon provides its customers — a comprehensive, AI-backed data analytics platform — is majorly key to the energy industry and the transition of the sector. But CEO Sean Kelly says he doesn't run his business like an energy company.

Kelly explains on the Houston Innovators Podcast that he chooses to run Amperon as a tech company when it comes to hiring and scaling.

"There are a lot of energy companies that do tech — they'll hire a large IT department, they'll outsource a bunch of things, and they'll try to undergo a product themselves because they think it should be IP," he says on the show. "A tech company means that at your core, you're trying to build the best and brightest technology." Continue reading.

Amanda Burkhardt, CEO of Phiogen

Spun out of Baylor College of Medicine, Phiogen was selected out of 670 companies to pitch at SXSW earlier this month. Photo via LinkedIn

A new Houston biotech company won a special award at the 16th Annual SXSW Pitch Award Ceremony earlier this month.

Phiogen, one of 45 companies that competed in nine categories, was the winner for best inclusivity, much to the surprise of the company’s CEO, Amanda Burkhardt.

Burkhardt tells InnovationMap that while she wanted to represent the heavily female patient population that Phiogen seeks to treat, really she just hires the most skilled scientists.

“The best talent was the folks that we have and it ends up being we have three green card holders on our team. As far as ethnicities, we have on our team we have Indian, African-American, Korean, Chinese Pakistani, Moroccan and Hispanic people and that just kind of just makes up the people who helped us on a day-to-day basis,” she explains. Continue reading.

Mielad Ziaee, 2023-2024 All of Us Research Scholar

Mielad Ziaee, a 20-year-old student at the University of Houston, was tapped for a unique National Institutes of Health program. Photo via UH.edu

A Houston-area undergraduate student has been tapped for a prestigious national program that pairs early-career investigators with health research professionals.

Mielad Ziaee was selected for the National Institutes of Health’s 2023-2024 All of Us Research Scholar Program, which connects young innovators with experts "working to advance the field of precision medicine," according to a statement from UH. Ziaee – a 20-year-old majoring in psychology and minoring in biology, medicine and society who plans to graduate in 2025 — plans to research how genomics, or the studying of a person's DNA, can be used to impact health.

“I’ll be one of the ones that define what this field of personalized, precision medicine will look like in the future,” Ziaee said in a statement. “It’s exciting and it’s a big responsibility that will involve engaging diverse populations and stakeholders from different systems – from researchers to health care providers to policymakers.” Continue reading.

Amperon CEO Sean Kelly joins the Houston Innovators Podcast to share his company's growth and expansion plans. Photo via LinkedIn

Houston tech entrepreneur expands energy data co. in Europe, continues to scale

houston innovators podcast episode 229

The technology that Amperon provides its customers — a comprehensive, AI-backed data analytics platform — is majorly key to the energy industry and the transition of the sector. But CEO Sean Kelly says he doesn't run his business like an energy company.

Kelly explains on the Houston Innovators Podcast that he chooses to run Amperon as a tech company when it comes to hiring and scaling.

"There are a lot of energy companies that do tech — they'll hire a large IT department, they'll outsource a bunch of things, and they'll try to undergo a product themselves because they think it should be IP," he says on the show. "A tech company means that at your core, you're trying to build the best and brightest technology."

To Kelly, Amperon should be hiring in the same field as Google and other big tech companies that sit at the top of the market. And Kelly has done a lot of hiring recently. Recently closing the company's $20 million series B round last fall led by Energize Capital, Amperon has tripled its team in the past 14 months.

With his growing team, Kelly also speaks to the importance of partnerships as the company scales. Earlier this month, Amperon announced that it is replatforming its AI-powered energy analytics technology onto Microsoft Azure. The partnership with the tech giant allows Amperon's energy sector clients to use Microsoft's analytics stack with Amperon data.

And there are more collaborations where that comes from.

"For Amperon, 2024 is the year of partnerships," Kelly says on the podcast. "I think you'll see partnership announcements here in the next couple of quarters."

Along with more partners, Amperon is entering an era of expansion, specifically in Europe, which Kelly says has taken place at a fast pace.

"Amperon will be live in a month in 25 countries," he says.

While Amperon's technology isn't energy transition specific, Kelly shares how it's been surprising how many clean tech and climate tech lists Amperon has made it on.

"We don't brand ourselves as a clean tech company," Kelly says, "but we have four of the top six or eight wind providers who have all invested in Amperon. So, there's something there."

Amperon, which originally founded in 2018 before relocating to Houston a couple of years ago, is providing technology that helps customers move toward a lower carbon future.

"If you look at our customer base, Amperon is the heart of the energy transition. And Houston is the heart of the energy transition," he says.

Houston House at SXSW 2024 featured conversations about startup scaling, tips from CEOs, and more. Photo via Allie Danziger/LinkedIn

Overheard: Innovators sound off on future of work, converging industries at Houston House at SXSW 2024

Eavesdropping in Austin

Houston innovators talked big topics at SXSW 2024 — from the startup scaling and converging industries to the future of work.

Houston House, which was put on by the Greater Houston Partnership on March 11, hosted four panels full of experts from Houston. If you missed the day-long activation, here are some highlights from the experts who each commented on the future of the Bayou City when it comes to startups, technology, innovation, and the next generation's workforce.

"When we think about Houston, we think about access to at-scale infrastructure, amenities, and workforce and talent pools."

— Remington Tonar, co-founder and chief growth officer at Cart.com, says about why the company chose to return its headquarters back to Houston last year. One of these amenities, Tonar explained, is Houston's global airports.

"If New York and Austin had a baby, it would be Houston, because you have friendly people with a big-city culture."

— Mitra Miller, vice president and board member of Houston Angel Network, says, adding that Houston has a cost efficiency to it, which should be at the forefront of founders' minds when considering where to locate.

"We are not only attracting global talents, we are also attracting global wealth and foreign investments because we are the rising city of the future. We are the global launch pad where you can scale internationally very quickly."

— Sunny Zhang, founder of TrueLeap, says adding how there's a redistribution of global workforce happening when you consider ongoing global affairs.

"We overwhelmingly as a company, and my co-founder would agree, knew we had to go the Houston path. And we started funneling a lot more resources here."

— Carolyn Rodz, co-founder and CEO of Hello Alice, says, explaining that the pandemic helped equalize the talent across the country, and this has been to the benefit of cities like Houston.

"Houston is here with arms open, welcoming people and actively recruiting."

— Sean Kelly, co-founder and CEO of Amperon, says, emphasizing how Texas has made moves to being business friendly. Amperon was founded in New York, before moving to Houston a couple years ago.

"There is a revolution starting to happen in Houston right now."

— Trevor Best, co-founder and CEO of Syzygy Plasmonics, says, first commenting on the momentum from Rice University, where his company's technology originates from. But, as he adds, when you compare the ecosystem when the startup was founded in 2019 to where it's at now, "there is so much more happening."

"Houston has a critical mass in terms of aerospace."

— Stephanie Munez Murphy of Aegus Aerospace says, saying specifically that NASA's Johnson Space Center holds some responsibility for that. "JSC is the home of opening up space commercialization."

"There's diversity in industries people are coming from, but also in terms of experience and expertise that (Houstonians) have."

— Robyn Cardwell of Omniscience says, adding that Houston's diversity goes further than just where people originate from. "Houston has all these pieces put together ... for growing and scaling organizations," she adds.

"I've worked with thousands of students in Houston who are actively looking to better themselves and grow their career post college or post high school and go into the workforce."

— Allie Danziger of Ascent Funding says, adding that Gen Z, which is already entering the workforce, is entrepreneurial and ready to change the world. "Seeing the energy of Houstonians is just thrilling," she adds.

"We're working together in the Houston community. ... There are so many opportunities to collaborate but we need conveners." 

— Stacy Putman of INEOS says, adding that within industry there has been a lack of discussion and collaboration because of competition. But, as she's observing, that's changing thanks to conveners at colleges or at the Greater Houston Partnership.

"The opportunity for Houston is that everybody has to step up to be in some way, shape, or form helping us with this."

— Raj Salhotra of Momentum Education says about supporting the future workforce of Houston, including low-income household students.

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Intuitive Machines lands $148M as part of NASA Moon Base funding

to the moon

Houston-based Intuitive Machines has been awarded $148.3 million to deliver its Nova-C lander to the moon by 2028. The funding is part of $600 million that NASA recently awarded to three companies as part of the agency’s Moon Base Program.

The contracts aim to support sustained human presence and commercial operations on the Moon. Austin-based Firefly Aerospace was awarded $144.2 million by NASA for one mission and Pittsburgh-based Astrobotic netted $297.9 million for two lunar landings. Intuitive Machine's award is the company's sixth task order under NASA's Commercial Lunar Payload Services (CLPS) program.

“We’re building a proving ground for Moon Base operations,” Ryan Stephan, NASA’s Moon Base acting director of cargo landers, said in a news release. “Accelerating our Moon mission ordering cadence and launch opportunities enable us to move quickly to learn, iterate, and improve.”

Under the latest task order, Intuitie Machines will deliver three scientific and operational payloads to the moon, which include a:

  • Linear Energy Transfer Spectrometer (LETS) radiation monitor to gather critical environmental safety data
  • Advanced stereo cameras to analyze surface-plume interactions (SCALPSS)
  • Laser retroreflector array (LRA) for precise cislunar positioning

The funding breakdown includes a $68.6 million base contract and a $79.7 million performance incentive for Intuitive Machines.

The company says the funding will allow it to create a standardized and repeatable "lunar utility pipeline" for delivering cargo to the moon.

"We are shifting the paradigm from custom aerospace engineering to commercial mass production of lunar infrastructure," Steve Altemus, CEO of Intuitive Machines, said in a separate news release. "Our flight-proven Nova-C platform allows us to build, test, and deploy multiple landers in parallel using Industry 4.0-powered manufacturing. This contract directly advances our core mission to provide persistent, reliable, and commercial baseline of transport, connectivity, and operations that allows our customers to stay longer and achieve more on the Moon."

NASA also shared that it is exploring plans to send PROMISE, a rover based on the Mars Perseverance and Curiosity rovers, to the moon and it plans to seek proposals for additional lunar lander missions, technology demonstrations, a communications and navigation satellite network, and new science payloads to support its lunar outpost. NASA is developing its Moon Base near the lunar South Pole. The agency expects it to come to fruition sometime after 2032.

Intuitive Machines had received its last CLPS award for $180.4 million in March 2026. It will be the first mission to utilize the company's larger cargo lunar lander, Nova-D. The company was also recently awarded a $1 million grant from Maryland Gov. Wes Moore to expand its robotics operations in the state.

UT team develops wearable technology for atmospheric water harvesting

In The Air

Engineers at the University of Texas at Austin have developed a prototype jacket that harvests clean drinking water directly from the atmosphere, and it works even in the driest desert conditions.

The research, published in Science Advances, marks the latest milestone in nearly a decade of work by materials scientist and chair professor Guihua Yu and his team at the Cockrell School of Engineering's Walker Department of Mechanical Engineering and Texas Materials Institute. The wearable technology marks a significant leap: instead of a bulky, stationary machine, this jacket does the work.

Photo courtesy of UT Austin

"We have been working on atmospheric water harvesting technology for a number of years," Yu says. "This current version is even more wearable. We're transitioning from conventional, more stationary water harvesting to something truly portable and personal."

Yu's lab first published work on hydrogel-based water harvesting around 2019, and the jacket is the latest evolution of that platform, now called AirGel. Last year, the broader AirGel invention won the top prize in the graduate category of the National Collegiate Inventors Competition.

The jacket is woven with specially engineered hydrogel fibers; ultra-porous materials that attract and absorb moisture from the surrounding air much like a household desiccant. Unlike a desiccant, the material doesn't require intense heat to release that water. The hydrogel is thermally responsive, meaning a modest rise in temperature — even from mild solar heating — is enough to release the water it has captured.

Condenser test in AustinSo, somebody would be wearing the jacket, or perhaps carrying this gel-like textile as a blanket, as it passively absorbs moisture from the air. Then they would detach the textile panels and place them into a small, portable collector unit; essentially a compact heater. The water evaporates out of the textile, condenses inside the collector, and drips out as clean, drinkable water.

"It immediately becomes drinkable because it already goes through the distillation process," Yu explains.

In trials, the jacket produced between 400 and 900 milliliters of water per day depending on humidity, or roughly 14-30 ounces, nearly a quart, depending on the air's humidity. With one kilogram of the textile, the researchers found they could generate approximately 3.7-4 liters of water in arid conditions, and potentially double that in humid ones. So far, the team has tried the jacket out in very dry, semi-dry, and humid areas, and the jacket was able to pull water from each climate.

Lead researcher Chuxin Lei, a postdoctoral researcher on Yu's team and co-author on the paper, says the goal was to rethink who this technology could serve.

Portable bag contents

"Many current [atmospheric water harvesting] systems are still built as rigid or stationary platforms, making them less suitable for people who are moving, working outdoors, or operating in some remote environment. This lead us to ask whether we could build a water harvesting system that could become more like clothing — light, wearable, flexible, and naturally suited for personal use," Lei says.

The potential applications are wide-ranging. Yu's team has previously worked with the Department of Defense on water solutions for soldiers, where water logistics can be dangerous and costly. The technology could also serve hikers, emergency responders, disaster relief workers, and agricultural and field workers. Anyone who needs clean water on the go and far from infrastructure.

The team also sees a potential future where the technology complements large-scale centralized water systems rather than replacing them.

"Our solution cannot be a universal solution for all," Yu acknowledges. "But I think it's an extremely important alternative."

For now, the jacket is still a laboratory prototype, but Yu and Lei are optimistic. With the right industry partnerships, they say, the technology could realistically reach commercial scale within three to five years.

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This article originally appeared on CultureMap.com, written by Natalie Grigson.

Houston ranks among world’s top 30 emerging startup ecosystems

Startup Status

Long known as the Energy Capital of the World, Houston also ranks among the world’s top 30 emerging startup ecosystems, according to a new report.

The report from Startup Genome, a research and advisory organization, doesn’t assign a specific numeric ranking to Houston’s startup ecosystem. Rather, it puts Houston in the ranking range of 21 to 30 for emerging ecosystems. Startup Genome weighed factors such as early-stage funding, performance and talent to identify the top emerging ecosystems.

Houston also gained notice for being one of the world’s 20 emerging ecosystems with at least four unicorn startups in the past 10 years. Houston and nine other ecosystems each had four unicorns.

According to StartupBlink, a startup research platform, Houston’s startup ecosystem grew 24 percent in 2025, with over 1,300 startups and total startup funding exceeding $808 million. StartupBlink places Houston at No. 46 among the world’s top 100 startup ecosystems.

In a recent post on LinkedIn, David Horsup, executive in residence at the Rice Alliance Clean Energy Accelerator, wrote that Houston “has all the ingredients to be wildly successful if it stays true to its differentiated pillars that drive the economy — energy, medical, and aerospace.”

Mumbai topped Startup Genome’s list of emerging ecosystems, followed by Istanbul, Madrid, Salt Lake City-Provo and Barcelona. After Salt Lake City-Provo, the top U.S. ecosystems were Phoenix, Detroit, Minneapolis and Las Vegas.

Silicon Valley led Startup Genome’s ranking of the world’s top established ecosystems, followed by New York City, London, Tel Aviv and Boston. Austin landed at No. 18 in this category and Dallas at No. 27.

“For much of the past decade, this report has chronicled the welcome dispersion of opportunity beyond the traditional hubs,” Startup Genome writes. “That trend has not died — but it has been complicated. Capital and scale are consolidating once more, particularly in the United States, and the gap between leading and emerging ecosystems is widening.”