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

HOUSTON INNOVATORS PODCAST EPISODE 92

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

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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Air taxi network to land in 'Texas triangle' of Houston, Austin, DFW next year

taking flight

San Jose, California-based aerospace company Archer Aviation is bringing its air-taxi system to the “Texas triangle” of Houston, Austin and Dallas-Fort Worth.

Currently, the planned zero-emission electric air taxi networks will use Archer’s Midnight air taxi to “turn 60- to 90-minute drives to major airports, business districts and major destinations into 10- to 20-minute flights,” the company said in a news release. Archer plans to begin flights in the Texas triangle next year.

The Midnight air taxi is an all-electric vertical takeoff and landing (eVTOL) aircraft. It can carry four passengers and a pilot and is designed for consecutive flights of about 20 miles.

Archer cites the Texas triangle as one of the busiest and fastest-growing “megaregions” in the country due to its proximity to coastal regions, major airports, and a number of business districts.

Archer Chief Commercial Officer Nikhil Goel described the air taxi experience to CW Houston as “100 times quieter than a helicopter for the price of an Uber Black.” He added that the air taxis are a combination of a helicopter, a small airplane and a drone.

In Houston, Archer’s air taxi network will aim to connect George Bush Intercontinental, William P. Hobby and Sugar Land Regional Airport with downtown destinations, including the Thompson Hotel helipad, and Galveston.

In Austin, it plans to link the city's Austin-Bergstrom International Airport and Austin Executive Airport with the F1 Circuit Helipad at the Circuit of the Americas. Archer debuted its Midnight aircraft at the F1 Prix in the Fan Zone and the F1 Paddock at Austin’s Circuit of the Americas. The Dallas-Fort Worth network is slated to include Dallas-Fort Worth International Airport, Dallas Love Field, Addison Airport, Arlington Municipal Airport, Fort Worth Meacham International Airport and Perot Field Fort Worth Alliance Airport, plus major business hubs like Frisco Station.

“Texas is setting the bar for America’s leadership in the next generation of aviation,” Adam Goldstein, founder and CEO of Archer Aviation, said in the release. “Our planned networks will make the benefits of electric air taxis real for Texans — trading hours in traffic for minutes in the air, while connecting the biggest airports, business districts and sporting hubs in ways that America’s largest megaregion needs to grow.”

Archer is working with state and local partners to develop charging infrastructure and plans to pursue Texas operations through the White House’s eVTOL Integration Pilot Program, according to the release. It recently completed its "No Roads" flight tour, which included multiple flights over the San Francisco Bay, and flew to seven cities over three days.

5 Houston deep tech startups pushing the boundaries of their industries

meet the finalists

Houston has long been at the forefront of innovation, from NASA’s Johnson Space Center to its startup ecosystem using technology to disrupt industries.

As part of the 2026 Houston Innovation Awards, our Deep Tech Business category will honor an innovative startup providing technology solutions based on substantial scientific or engineering challenges, including those in the AI, robotics and space sectors.

Five deep tech companies have been named finalists for the 2026 award.

Read more about these businesses, their founders and their breakthrough technologies below. The 2026 winners will be announced on InnovationMap.com in mid-November.

Casimir

Battery tech startup Casimir develops semiconductor chips that produce continuous electrical power straight from the quantum vacuum, without the need for a battery, cord or external charge source. The company is targeting commercialization for its first-generation MicroSparc chip by 2028.

Harold “Sonny” White founded Casimir in 2023 after nearly two decades at NASA. The company emerged from stealth with a $12 million seed round in 2026. It was also awarded an STTR Phase I contract from the U.S. Space Force's SpaceWERX to support the development of the company's solid-state generator for potential use by the Department of the Air Force earlier this year.

FocisAI

Artificial intelligence startup FocisAI helps refinery owner-operators unlock actionable insights from 3D scans and images.

FocisAI was founded by CEO Tyler Wooten, COO Colin Snell and CTO Kyle Snell in 2026. It is a member of Greentown Labs and launched a seed round in September, which is expected to close by the end of the year, according to the company's application. It has rolled out 10 pilot programs and is looking to move into recurring, facility-scale deployments and scale its team in Houston this year.

Machine Saver Inc.

Industrial tech startup Machine Saver Inc. builds wireless and wired vibration and proximity sensors to tell heavy industry when a machine is about to fail. The company's technology runs on an 8-plus-year battery life and helps operators reduce downtime, improve maintenance and extend equipment life.

Machine Saver was founded by CEO Colton Bach and Quentin Bach in 2013. Its customers and partners include Houston Methodist, Blue Bell, Genemco, as well as energy and heavy industry, food and beverage, and cold chain companies, according to its application. The company is raising a Series A.

Square Robot

Energytech startup Square Robot develops and operates submersible inspection robotics that inspect aboveground storage tanks while they remain in service. The robots reduce downtime and costs, improve worker safety and limit hydrocarbon emissions.

Square Robot launched its Houston office in 2019 and closed a Series B in 2025. It plans to complete its first U.S. Navy demonstrator tank in November and is also developing real-time inspection software.

Venus Aerospace

Spacetech company Venus Aerospace is developing a high-thrust rotating detonation rocket engine (RDRE) that replaces the subsonic combustion used in conventional rocket engines. The RDRE is a compact, simpler engine that can deliver up to 15 percent greater efficiency for defense and space applications. It completed its first U.S. flight test of the engine last summer.

Venus Aerospace was founded in 2020 by CEO Cassie Duggleby and CTO Andrew Duggleby. It raised a $20 million Series A in 2022 and $42 million Series A2 in 2025. It closed a $91 million Series B earlier this year and expanded its leadership team. The company is working toward longer-duration and higher-thrust testing and advancing its flight program.

Houston leads U.S. with the biggest surge in millionaire renters

Rent Report

The number of millionaire renters and homeowners in the U.S. has surged over the last five years, and Houston has soared ahead of the rest with the largest growth rate among these affluent renter households.

Houston leads the nation with the No. 1 increase in millionaire renters from 2020 to 2024, a new RentCafe study found. The number of these wealthy households increased from 18 to 232 over the last five years, representing a 1,189 percent growth rate.

"The pandemic accelerated the shift as remote work pushed the wealthy to relocate to lower-tax metros like Houston, where millionaire renters grew 13-fold, versus 3.9-fold for owners," the report said. "Granted, 232 households is still a tiny fraction of the Houston metro’s roughly 2.7 million households, but the growth rate far outpaces any other major metro."

Nationwide, the number of millionaire renter households grew 229 percent from 2020 to 2024, outpacing the 193 percent growth rate among millionaire homeowners.

Dallas was the only other Texas metro to crack the top 10. The number of millionaire renter households in North Texas has more than quintupled, from just 30 in 2020 to 165 in 2024. That represents a growth rate of 450 percent, which — surprisingly — is only the eighth highest nationwide.

But when it comes to the largest populations of millionaire renters, New York City and San Francisco still lead the way. New York claimed the No. 1 spot with nearly 7,300 millionaire renters living in the city in 2024. Houston ranked 12th on that list.

Elsewhere in Texas, Austin and Dallas ranked as the 16th and 17th, respectively, for the largest population of millionaire renters. There were 206 millionaire renters living in Austin in 2024, and 165 in Dallas.

This is who the typical millionaire renter is
The report also revealed a surprising statistic about the typical millionaire renter in the U.S. — a lot of them are millennials working in "white-collar, high-earning fields."

"Nearly half (49 percent) of millionaire renters are Millennials, and the number of affluent Millennial renter households surged 392 percent during the five-year period," the report said. "Gen X follows with 33 percent of millionaire Gen X households renting after increasing by 147 percent."

The report continued, "Although Gen Z still represents a small share of millionaire renters (just 2 percent of the total), no generation has expanded faster: Gen Z millionaire renter households leaped from fewer than a dozen to more than 400 — a tiny cohort today, but one that was virtually nonexistent five years ago."

The top three most common professions for millionaire renters are chief executives, software developers, and managers, the report additionally found. In Houston, the surge of wealthy newcomers are mostly executives, professional athletes, and entertainers.

"These roles tend to generate steady, substantial income without necessarily tying workers to one location, making renting a practical fit, rather than a financial necessity," the report said.

Hotspots for millionaire homeowners
In RentCafe's separate list comparing the top 10 most popular U.S. metros for millionaire homeowners, Houston ranked 12th nationally with 4,374 millioniare homeowners living in the metro as of 2024. These wealthy Houstonians are most likely working as chief executives, physicians, managers, and lawyers and judges.

Houston has already proven to be a hotspot for millennial homebuyers, and the latest RentCafe data says millennials make up 19 percent of all millionaire homeowners in the U.S. Gen Xers and Baby Boomers still maintain the largest shares of millionaire homeowners nationwide, at 45 and 33 percent, respectively.

Dallas (No. 10) and Austin (No. 20) also appeared among the hottest metros for millionaire homeowners.

Only one Texas city appeared among RentCafe's list of the 20 fastest-growing metros for millionaire homeowners: College Station ranked 13th nationwide with a growth rate of 1,329 percent. From 2020-2024, the number of millionaire homeowners residing in College Station grew from 14 to 200.

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This article originally appeared on CultureMap.com.

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