This week's roundup of Houston innovators includes Ryan Sitton of Pinnacle, Julia P. Clarke of Raba Kistner Inc., and Phillip Yates of Equiliberty. Courtesy photos

Editor's note: In this week's roundup of Houston innovators to know, I'm introducing you to three local innovators across industries — from data analysis to fintech — recently making headlines in Houston innovation.

Ryan Sitton, CEO of Pinnacle

Ryan Sitton joins the Houston Innovators Podcast to discuss his career in data and reliability. Photo courtesy of Ryan Sitton

Data analysis for big industry came first — before the technology that can support this analysis even entered the scene. Ryan Sitton, CEO and founder of Pinnacle, a Houston company that offers its clients streamline data management, joined the Houston Innovators Podcast to discuss his passion is using data to drive better decision making to drive more sustainable and reliable operations.

"I was basically doing data analytics in the mid 2000s before it was sexy. I was pulling together data in chemical plants and refineries and trying to predict how these plants would behave with the data I had," Sitton says. "I realized early on how there was so much opportunity here — but we don't have the technologies or the methodology to do it."

But over the years, the technology has caught up and now Sitton is able to provide clients with even more data-driven solutions. Click here to read more.

Julia P. Clarke, senior geotechnical manager in Houston at Raba Kistner Inc.

Julia P. Clarke knows what it's like to be the only woman in a room. Photo courtesy of Raba Kistner

Women in STEM are in Houston, writes Julia P. Clarke, an engineer at a local firm in town, but there's work to be done to making them stay. Supporting women across the science, technology, engineering, and mathematics fields begins in the classroom, she writes in a guest column for InnovationMap.

"I grew up in Jamaica and then immigrated to the United States. It wasn't until I was recognized by my high school teacher, Mrs. Owens, for my natural ability to excel in subjects like science and math that I fell in love with the basis of engineering," she explains. "Without the mentorship and investment of teachers and professionals throughout my career, I would not be where I am today." Click here to read more.

Phillip Yates, founder of Equiliberty

This founder is bridging the wealth gap for Black Houstonians. Photo courtesy of Equiliberty

Phillip Yates, a Houston-area attorney, envisioned a company that could solve the societal problems that perpetuate poverty. He started Equiliberty, a technology company that's part financial resource and part social network, to help provide underrepresented individuals with educational resources to secure financial success and a space to use their talents to create community-driven wealth.

The platform provides business development services, educational resources, access to capital, and mentorship to help users find financial independence.

"When I created Equiliberty, I envisioned a world where everybody has access to mentors," said Yates in a press release. "I know firsthand the importance of having a supportive network and community dedicated to your success." Click here to read more.

Ryan Sitton joins the Houston Innovators Podcast to discuss his career in data and reliability. Photo courtesy of Ryan Sitton

This Houston innovator is using data to power industrial reliability and sustainability

HOUSTON INNOVATORS PODCAST EPISODE 92

Ryan Sitton has had a varied career so far. Formerly working in oil and gas, he started his own company in 2006 to help companies to better utilize their data. Now, still leading Houston-based Pinnacle as CEO, Sitton works with the world's largest companies to solve their problems with data. He also served as Texas Railroad Commissioner and has written two books about decision-making and leadership.

Sitton joined the Houston Innovators Podcast to discuss how, despite the multiple hats he wears, at the core of his passion is using data to drive better decision making to drive more sustainable and reliable operations.

"I was basically doing data analytics in the mid 2000s before it was sexy. I was pulling together data in chemical plants and refineries and trying to predict how these plants would behave with the data I had," Sitton says. "I realized early on how there was so much opportunity here — but we don't have the technologies or the methodology to do it."

But over the years, the technology has caught up and now Sitton is able to provide clients with even more data-driven solutions.

"We go into the biggest companies of the world that are trying to have more reliability at the same time as lowering cost," Sitton explains. "We build models that pull together literally millions of pieces of data and we do a combination of engineering analysis and data analysis and data science to give them better predictions — better ways to run their facilities so that they are more sustainable and more profitable."

Sitton's two books — Crucial Decisions, which is out now, and the Myth of Status, which is coming later this year — also center around decision making and leadership.

He shares more about his time at the Texas Railroad Commision and shares how COVID-19 affected business — as well as shares his advice for startups tapping into data-driven solutions — on the episode. Listen to the full interview below — or wherever you stream your podcasts — and subscribe for weekly episodes.


Ryan Sitton's new book, "Crucial Decisions," touches on an array of topics and how data is the key to making the positive and impactful decisions. Photo via Getty Images

Houston energy expert on how big data yields more reliable results

Guest column

Abraham Maslow's hierarchy of need tells us that at our core, humans crave safety and sustenance. When you turn on the light each morning while getting ready for work, or when you check your bank account and see your paycheck arrived on schedule, we expect every aspect of our daily lives to work.

In today's world, we often take these things for granted, until reliability is threatened. Our dependency is revealed in the frenzy over a potential toilet paper shortage and in the panic buying of gasoline in a hurricane. When things in society are consistent, economies thrive. However, when you introduce fear and uncertainty, things begin to spiral. It is in these times that the decisions we make can have the biggest impact on the world around us.

The link between impactful decisions and reliability has brought our society to a pivotal moment in history. We have created a society so reliable and developed that even during the coronavirus lockdown, the basic needs of Americans could be met with only 25 percent of our workforce actively working. By increasing productivity using machines and systems, we have been able to improve our overall quality of life, but not without a price. As a result of such high improvement, we as a society have come to not only expect, but demand, reliability at all times.

When dependability waivers and anxiety rises, those in key decision-making positions are faced with unprecedented situations. Due to distress and a lack of understanding of certain situations, those in decision making positions are often times forced to make decisions based on rapid response and emotion. Because of this, consistency and reliability suffer.

A prime example of an emotional response is the coronavirus shutdown that occurred earlier this year. As a response to the growing fear and panic over the virus, major portions of our economy were shut down; schools were closed; and citizens were confined to their homes.

What followed was the bankruptcy of thousands of businesses, an unprecedented wave of fear throughout society and a disruption to the consistency of our daily lives. We have yet to know what lasting impacts this decision will have on our future economy or livelihood, but we now understand that rapid decision making is often met with long-term consequences.

While there will continue to be disagreements on all sides regarding the handling of the shutdown, what is undisputable is that we as a society have gained an opportunity to learn. We now have the unique advantage of using data in ways that has never been used before in order to make consistently better decisions, allowing us the opportunity to perform at levels we have never thought possible.

Whether it be data advancements in sports (think Billy Beane and the Oakland Athletics), or the progression of technology (continuous iPhone updates), we are able to study the improvements of data on society in order to make more reliable decisions. With more powerful data analytics and innovations in data sciences, we are able to positively impact the most vital components of our society in order to make decisions that will drive evolution and reliability.

As the world continues to progress, the decisions we are forced to make have become more complex. With each complicated decision comes the potential for lasting positive or negative impact on society. In shifting from emotional, rapid reactions towards more data and quantitative focused methods, we have the unique and unprecedented opportunity to make our world a more reliable, stable and creative place.

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Ryan Sitton is the founder of Pinnacle and the author of "Crucial Decisions."

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AI-powered Houston startup helps restaurants boost customer loyalty

order up

It’s no secret that restaurant trends move fast and margins run thin. And with the proliferation of platforms like Uber Eats, DoorDash and Easy Cater, customer loyalty is fleeting.

The solution?

How about an AI-powered restaurant technology platform that helps restaurant brands cut back on third-party platforms in favor of driving direct discovery, conversion and loyalty?

Enter Saivory. Founded in 2025 by Stephen Klein, a software investor, and Fajita Pete’s restaurateur Hugh Guill, the Houston-based startup aims to help eateries better understand and activate guest behavior across digital channels as AI increasingly reshapes how consumers discover and engage with brands.

In less than a year, Saivory has partnered with Shipley Do-Nuts and Fajita Pete’s to bring AI-powered ordering to life.

“With Saivory, we were able to answer the question of, ‘what if the ordering process could be reduced to a single step, where customers simply tell us what they want and AI takes care of the rest?’” Klein tells InnovationMap.

The Houston-based startup made such an immediate impact that it was selected as a semi-finalist during Start-Up Alley at MURTEC, the restaurant industry’s leading technology conference, which took place last month in Las Vegas.

“Houston is a great hub for technology innovation, and we were proud to represent the city at MURTEC this year,” says Klein. “We didn’t win, but we were able to talk about some of the work that we have existing in the market for clients right now and a little bit about what we’re working on in the future.”

In the current restaurant technology ecosystem, the third-party aggregators own the customer attention that brings volume to restaurants, while also taking big commissions and having control over the end relationships with the customer.

That can often make it difficult for restaurants to grow loyalty and repeat business from customers. Saivory aims to level the playing field for restaurants, helping them stay more connected to their customers.

Take Saivory’s recent application with Shipley’s Do-Nuts, for example.

Saivory powered the donut giant’s AI-ordering and launched Shipley's website and mobile app to support its over 300 locations in Texas alone.

Shipley’s new AI-powered assistant helps users create personalized order recommendations based on individual or group preferences. And unlike standard chatbox features, the new assistant makes custom recommendations based on multiple customer factors, including budgetary habits, individual flavor preferences and order size. It can also be used for large catering orders.

“They're seeing more traffic to the site and they're seeing when customers use our AI-enabled flows,” Klein says. “And they're seeing higher basket sizes, bigger tickets, by about 25 percent.”

Klein says Saivory’s technology helps strengthen first-party digital relationships, reduce friction and cart abandonment, improve average order value, and delivers personalized, efficient experiences.

“It’s a win-win: the customer gets the right order quickly, while the restaurant gets a bigger margin,” he adds.

Additionally, the technology makes it easier for restaurants to share rewards, loyalty and discounts, ultimately growing more direct traffic and making restaurants less reliant on third-party delivery apps.

Next up for Saivory is adding new components to its platform to enhance the relationship between restaurant and customer, as well as technology around making it easier for restaurants to get found on Google.

“A lot of people are still searching for the best donuts near me,” Klein says. “Or what’s the best Mexican food near me? Customers will increasingly move to AI, where they’re going to ask where they should eat dinner and expect it to just order them dinner. They will eventually expect the technology to know how to do that. So that’s what we’re driving at.”

Houston leads U.S. in population growth for 2025, Census says

Boomtown

Imagine that the Houston metro area swallowed a city the size of Pearland in just one year. That’s essentially what happened from 2024 to 2025, with the Houston metro ranking first in the U.S. for population growth based on the number of people.

New estimates from the U.S. Census Bureau show the 10-county Houston metro added 126,720 residents from July 1, 2024, to July 1, 2025. That’s just shy of Pearland’s roughly 133,000-resident tally.

To calculate population, the Census Bureau counts births, deaths, new residents, and moved-away residents.

Region’s population approaches 8 million

On July 1, 2025, the Houston metro’s population hovered slightly above 7.9 million, up 1.6 percent from the same time in 2024. In the very near future, the region’s population should break the eight million mark.

This follows massive growth in the past 20 years. From 2005 to 2025, the region’s population soared by 39 percent. By comparison, the growth rate from 2021 to 2025 sat at nine percent.

A forecast from the Texas Demographics Center indicates that under a middle-of-the-road scenario, the Houston metro’s population will reach nearly 8.5 million in mid-2030 and more than 9.5 million in mid-2040.

Dan Potter, director of Rice University’s Houston Population Research Center, attributes much of the region’s population surge to people moving to the area from outside the U.S. In Harris County, this means a combination of military personnel returning home, people living or working overseas coming back to the U.S., and immigrants relocating to the U.S., he tells CultureMap.

But Harris County fell short from 2024 to 2025 when it comes to people moving here from elsewhere in the U.S., according to Potter. Counties surrounding Harris County benefited from that trend, drawing new residents who preferred to settle in the suburbs.

“The incredible pull and attraction of the Houston area is its economy, its people, and its affordability, and the significant growth that was observed in 2024 and again in 2025 speaks to the magnetism of the region,” Potter says. “That pull to Houston is too strong to be turned off overnight.”

Cooling economy and immigration shifts slow down growth

Whether looking at urban or suburban places, population growth in the Houston area slowed in 2025 and appears to be slowing even more this year, Potter says.

“A cooling economy and changes to immigration policy are a one-two combination that could knock out the region’s population growth,” says Potter, citing the region’s addition of a less-than-expected 14,800 jobs in 2025 as an example.

Weaker population growth may not be felt evenly across the metro area, according to Potter.

A continuing influx of people from Houston to outlying counties such as Brazoria, Fort Bend, Liberty, Montgomery, and Waller could curb growth in Harris County, Potter said. Why? If the number of people arriving from other other countries flattens or even drops, then there could be “doughnut-style population growth for the next few years, where Harris County and Houston see declines while the suburban counties see an increase.”

Harris County represents 40 percent of region’s population lift

Houston-anchored Harris County accounted for almost 40 percent of the region’s population spike from 2024 to 2025. In one year, Harris County grew by 48,695 residents, or 1 percent, pushing its population past five million. That increase put Harris County in first place for numeric growth (rather than percentage growth) among all U.S. counties.

From 2020 to 2025, Harris County’s growth rate was 6.6 percent. It remains the country’s third largest county based on population, behind Southern California’s Los Angeles County and Illinois’ Chicago-anchored Cook County.

Harris County is on track to surpass Cook County in size in the near future. As of July 1, 2025, a nearly 150,000-resident gap separated population-losing Cook County and fast-growing Harris County.

The Texas Demographics Center predicts Harris County’s population will be 5.37 million in mid-2030 and just short of six million in mid-2040.

Suburban counties see significant population gains

Harris County isn’t the only county in the area that experienced a growth spurt from 2024 to 2025:

  • Waller County’s population climbed 5.69 percent, winding up at 69,858. Its growth rate ranked second among U.S. counties.
  • Liberty County’s population rose 4.4 percent to 121,364, putting its growth rate in eighth place among U.S. counties.
  • Montgomery County gained 30,011 residents, with its population landing at 781,194. That placed it at No. 4 among U.S. counties for numeric growth.
  • Fort Bend County picked up 24,163 residents, arriving at a total of 975,191 and positioning it at No. 8 among U.S. counties for numeric growth. Fort Bend County, the region’s second largest county based on population, is projected to break the one million-resident mark by July 2030, according to the Texas Demographics Center.

“Lower mortgage rates from 2009 to 2022 and the rise of remote work have made suburban housing more attractive, especially for families seeking affordability,” Pramod Sambidi, the Houston-Galveston Area Council’s assistant director of data analytics and research, said last year. “Additionally, suburban areas are seeing more multifamily developments than before the pandemic.”

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This article originally appeared on CultureMap.com.

5 Houston-area companies named among world's most innovative for 2026

In The Spotlight

Led by Conroe-based Hertha Metals, five organizations in the Houston area earned praise on Fast Company’s list of the World’s Most Innovative Companies of 2026.

Hertha Metals ranked No. 1 in the manufacturing category.

Last year, Hertha unveiled a single-step process for steelmaking that it says is cheaper, more energy-efficient and just as scalable as traditional steel manufacturing. It started testing the process in 2024 at a one-metric-ton-per-day pilot plant.

At the same time, Hertha announced more than $17 million in venture capital funding from investors such as Breakthrough Energy, Clean Energy Ventures, Khosla Ventures, and Pear VC.

“We’re not just reinventing steelmaking; we’re redefining what’s possible in materials, manufacturing, and national resilience,” Laureen Meroueh, founder and CEO of Hertha, said at the time.

Meroueh was also recently named to Inc. Magazine's 2026 Female Founders 500 list.

Hertha, founded in 2022, says traditional steelmaking relies on an outdated, coal-based multistep process that is costly, and contributes up to 9 percent of industrial energy use and 10 percent of global carbon emissions.

By contrast, Hertha’s method converts low-grade iron ore into molten steel or high-purity iron in one step. The company says its process is 30 percent more energy-efficient than traditional steelmaking and costs less than producing steel in China.

Last year, Hertha said it planned to break ground in 2026 on a plant capable of producing more than 9,000 metric tons of steel per year. In its next phase, the company plans to operate at 500,000 metric tons of steel production per year.

Here are Fast Company’s rankings for the four other Houston-area organizations:

  • Houston-based Vaulted Deep, No. 3 in catchall “other” category.
  • XGS Energy, No. 7 in the energy category. XGS’ proprietary solid-state geothermal system uses thermally conductive materials to deliver affordable energy anywhere hot rock is located. While Fast Company lists Houston as XGS’ headquarters, and the company has a major presence in the city, XGS is based in Palo Alto, California.
  • Houston-based residential real estate brokerage Epique Realty, No. 10 in the business services category. Epique, which bills itself as the industry’s first AI brokerage, provides a free AI toolkit for real estate agents to enhance marketing, streamline content creation, and improve engagement with clients and prospects.
  • Texas A&M University’s Nanostructured Materials Lab in College Station. The lab studies nano-structured materials to make materials lighter for the aerospace industry, improve energy storage, and enable the creation of “smart” textiles.
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This article first appeared on our sister site, EnergyCapitalHTX.com.