Percy Miller, aka Master P, took the virtual stage at the Houston Tech Rodeo kick-off event. Photo courtesy of HTR

Percy Miller developed his music career as Master P, but it's far from his only entrepreneurial endeavor. At Houston Exponential's kick-off event for the 2021 Houston Tech Rodeo, Miller took the virtual stage with Zack O'Malley Greenburg, a journalist and author.

In the discussion, Miller shared his experience in his many fields of entrepreneurship, including music, fashion, consumer packaged goods, and more. He focused on trusting your own hard work, surrounding yourself with a good support system, and embracing failure — something he's done throughout his career.

"I don't look at it as a loss. I look at it as a lesson. Every 'L' is a lesson," he says. "Every time I had a business fail, I learned something from it and it opened up a door into a future."

To hit the highlights from the fireside chat with Master P, check out some overheard moments below. To stream the full broadcast, click here.

“A music career only lasts 3 to 5 years at the most. … I started diversifying my portfolio and I looked at the tech side and said, ’This is where you got to be at.’”

Miller says he was out in the Bay Area in the '90s and early '00s, and he saw first hand the tech scene developing in Silicon Valley. He even released an album in 2005 called Ghetto Bill, a reference to Bill Gates.

“I have failed a lot — don’t be afraid to fail. Get out and take that chance on yourself.”

Miller's music career mirrors, in some ways, the dynamic path of a startup. He received a $10,000 investment from his grandparents and used it to launch his career.

"I created an empire with $10,000," he says.

But It wasn't always easy, and Miller remembers the hustle, selling his music from the trunk of his car, and his many failures.

“You have to be committed to what you do — and you have to love it. It never was about money. When you’re passionate about something, you have a purpose. You’ll get there. If you do it for money, you’ll probably never be successful.”

Passion is a key ingredient in the recipe for success, Miller explains. It drives accomplishment and, "if you get it that easy, you'll probably lose it even quicker," he continues.

“I have an entrepreneurial spirit — I have to learn everything about what I’m doing.”

When it came to developing his music career, Miller says he wore every different hat in the process because he knew he would work the hardest.

"For me, if I can be the talent and the person who runs the company, I feel like there's no limit," Miller says. "I knew I could depend on myself."

“Show me your friends, and I can show you your future.”

Miller started his own record label, No Limit Records, and it was here he cultivated an environment of artists who didn't just want to perform, get pampered, and hang out at the club.

"People at No Limit — it was like a university," he says. "Everybody was coming to study to not only learn how to be an artist but also learn entrepreneurship and financial literacy."

“Most people wanted that advanced check, that money upfront. But my thing was I wanted the control in the end. When you come from a poor culture, you look at things differently. At least I did.”

Miller says he learned this at a young age, that if you hold the power, you make the decisions. "I want better for my kids and the only way I am going to do that is by creating longevity where I own the largest percent of the company," he says.

“It’s all about economic empowerment — we’re stronger together.”

Miller says he's focused on product and taking over the grocery stores, as well as driving economic empowerment for other BIPOC-founded companies and putting money back into the community.

"I want to focus on other minority-owned companies and brands get their products on the shelves,' he says.

In the latest round up of Houston innovation news you may have missed, applications open for fast-growing tech awards, energy startups join latest cohort, and more. Photo via Getty Images

Houston startup grows C-suite, Deloitte opens awards apps, SDO names leader, and more innovation news

short stories

The Houston innovation ecosystem has been especially busy this year, and for this reason, local startup and tech news may have fallen through some of the cracks.

In this roundup of short stories within Houston innovation, local organizations announce new innovators, Deloitte opens apps for its annual tech awards, Houston Tech Rodeo prepares for its annual events, and more.

Early stage accelerator names new Houston leader

Kate Evinger will lead gBETA Houston. Photo via LinkedIn

A Houston early-stage startup accelerator has named its new director. Kate Evinger has joined gener8tor's gBETA Houston as director. She will run the third gBETA cohort in Houston, adding to the 10 alumni from the two cohorts held in 2020.

Evinger has replaced Anu Pansare, who was previously named director in February. Pansare, who replaced the accelerator's inaugural director Eléonore Cluzel, moved on to another opportunity, Evinger says.

Based in Houston's Downtown Launchpad, gBETA's third cohort of early stage startups will soon start its free 7-week program, which is designed to help participating companies gain early customer traction and develop key metrics that will make them more marketable for future investment.

Evinger has been a part of the gener8tor family since 2016 when she joined the team as associate for gBETA Madison. She was promoted to program manager in 2019 when she graduated from Indiana University with degrees in finance, entrepreneurship and corporate innovation, according to a news release.

"Downtown Launchpad's inclusive set of tools, resources and opportunities empower Houston founders to accelerate and scale their businesses to solve humankind's boldest challenges," says Robert Pieroni, director of economic development at Central Houston, in a news release. "Kate Evinger brings experience and valuable insights to the gBETA Houston program and will help us continue to support founders, Houston-based partners and the community."

Houston Tech Rodeo launches registration and names headliner

Master P will be the headlining guest for Houston Tech Rodeo. Photo courtesy of HTR

Houston Tech Rodeo, a week-long collaboration of events hosted by Houston Exponential, has opened registration and announced Percy Miller, also known as musical artist Master P, as the headliner.

Miller, who began his career as an international rap artist, later became a CEO, investor, and founder of Nemesis RR.

"I'll be sharing my journey, my secrets, my success, my feelings, and my rebuilding. Transitioning from international artist to CEO to investing in philanthropy, I want to educate you and give you that gain," says Miller in a news release. "I want to add diversity into technology and the automotive industry."

HTR kicks off May 16 at Saint Arnold Brewing Company with live music, beer, and swag bag pick ups with registration. The week concludes on May 23. Registration is free and available online.

Houston industrial blockchain company expands C-suite

Data Gumbo has a new C-level executive. Photo courtesy of Data Gumbo

Data Gumbo, a Houston-based industrial smart contract network powered by blockchain — announced that it has brought on Robin Macmillan as chief corporate development officer to lead the company's corporate development team.

"The sheer breadth of Macmillan's experience will serve as an invaluable asset to Data Gumbo as we continue to exponentially grow and mature our company into new industrial markets and further solidify our leadership in energy," says Andrew Bruce, CEO and founder of Data Gumbo, in a news release. "Macmillan has the experience to expand Data Gumbo's commercial market penetration to aid companies in undertaking digital transformation with smart contracts to reveal streamlined efficiencies and cost savings, sustainability insights across supply chains and transactional certainty in any commercial relationship."

Macmillan has over 40 years of experience in the energy industry, most recently at National Oilwell Varco and is the vice president of drilling services at the International Association of Drilling Contractors,

"There is tremendous opportunity right now to change how business is executed," says Macmillan in the release. "Data Gumbo is poised to deliver trust through automated, auditable blockchain-backed smart contracts that execute transactions in real-time. I am thrilled to be a part of the Data Gumbo executive team as the company is in a period of hyper growth into new industries, serving as a harbinger for significant digital transformation across commercial relationships and transparent, accurate sustainability impact data."

Deloitte opens annual tech awards nominations

Calling all fast-growing tech companies. Image via Deloitte

Deloitte's Technology Fast 500 awards — which celebrate the fastest growing, most innovative technology, media, telecommunications, life sciences and energy tech companies in the country — has opened applications for its 2021 program.

Applications opened online on April 9 and will remain open until June 29. Winners will be announced on November 15. The program ranks applicants based on percentage of fiscal year revenue growth and the list is compiled from applications. For more information, visit the Technology Fast 500 website.

"Each year, we are excited to see the variety of Houston's Fast 500 applicants, which represent the city's positive momentum in both diversifying its core competencies and highlighting the boom in technology innovations coming to market," says Amy Chronis, vice chair and Houston managing partner at Deloitte LLP. "We look forward to seeing what Houston's innovators will bring in 2021."

Energy incubator announces latest cohort

Fifteen energy startups are joining the Plug and Play family. Gif courtesy of Plug and Play

Plug and Play Tech Center has announced 154 startups into its 2021 summer program — 15 of which were named to the Houston-based Batch 8 Energy Program. During the course of the next three months, these companies will receive access to our corporate, venture capital, and mentor network.

The new energy cohort consists of the following companies:

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Artemis II makes historic call to space station with help from Houston Mission Control

History in the making

Still aglow from their triumphant lunar flyby, the Artemis II astronauts made more history Tuesday, April 7: calling their friends aboard the International Space Station hundreds of thousands of miles away as they headed home from the moon.

It was the first moonship-to-spaceship radio linkup ever. NASA's Apollo crews had no off-the-planet company back in the 1960s and 1970s, the last time humanity set sail for deep space.

"We have been waiting for this like you can’t imagine,” Artemis II commander Reid Wiseman called out.

For Christina Koch on Artemis II and Jessica Meir aboard the space station, it marked a joyous space reunion despite being 230,000 miles (370,000 kilometers) apart. The two teamed up for the world's first all-female spacewalk in 2019 outside the orbiting lab.

Koch told her “astro-sister” that she'd hoped to meet up with her again in space “but I never thought it would be like this — it's amazing.”

“I'm so happy that we are back in space together,” Meir replied, “even if we are a few miles apart.”

Houston's Mission Control arranged the cosmic chitchat between the four lunar travelers and the space station's three NASA and one French residents.

Koch described being awe-struck by not just the beauty of Earth, “but how much blackness there was around it.”

“It just made it even more special. It truly emphasized how alike we are, how the same thing keeps every single person on planet Earth alive,” she told the space station crew. “The specialness and preciousness of that really is emphasized” when viewing the home planet from the moon.

By late Tuesday afternoon, the Artemis II astronauts had beamed back more than 50 gigabytes' worth of pictures and other data from the previous day's lunar rendezvous, which set a new distance record for humanity. The highlight: an Earthset photo reminiscent of Apollo 8's Earthrise shot from 1968.

"While they are inspirational and, I think, allow all of us to really feel a little bit of what they were feeling, there's also a lot of science hidden inside of those images," said Mission Control's lead lunar scientist Kelsey Young. “The conversations and the science lessons learned are just beginning."

During a debriefing with Young, the astronauts recounted how they spotted a cascade of pinpricks of light on the lunar surface from impacting cosmic debris. The flashes lasted mere milliseconds and coincided by chance with Monday evening's total solar eclipse.

Young said it was too soon to know whether the crew witnessed an actual meteor shower or more random, run-of-the-mill micrometeoroid hits. Either way, there were “audible screams of delight” in the science operations center, she said.

Koch described being awe-struck by not just the beauty of Earth, “but how much blackness there was around it.”

“It just made it even more special. It truly emphasized how alike we are, how the same thing keeps every single person on planet Earth alive,” she told the space station crew. “The specialness and preciousness of that really is emphasized” when viewing the home planet from the moon.

The first lunar explorers since Apollo 17 in 1972, Wiseman and his crew are aiming for a splashdown off the San Diego coast on Friday to wrap up the nearly 10-day test flight. The recovery ship USS John P. Murtha left port Tuesday for the target zone.

It sets the stage for next year's Artemis III, a lunar lander docking demo in orbit around Earth. Artemis IV will follow in 2028 with two astronauts attempting to land near the lunar south pole.

As for the Orion capsule’s pesky potty, Mission Control assured the astronauts that no maintenance was required Tuesday. The toilet has been on-and-off limits to the crew ever since last week’s launch, prompting them to rely on a backup bag-and-funnel system for urinating.

NASA Administrator Jared Isaacman told the crew following the lunar flyby Monday night: “We definitely have to fix some of the plumbing” ahead of the next Artemis mission. Engineers suspect a clogged filter in the overboard flushing system.

Aside from the toilet and other relatively minor matters, the mission has gone well, Isaacman noted at a news conference Tuesday, “but I'll breathe easier when we get through reentry and everybody's under chutes and in the water.”

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.