Houston companies need to get ready for an artificial intelligence and machine learning revolution

The future is now

Houston's DataCon can help prepare business leaders for the digital revolution in AI and machine learning. Getty Images

Looming on the horizon is a data tsunami coming towards us at breakneck speed. Companies have worked hard to keep up, creating digital transformation, taking manual processes from desktops, clipboards, and the paper paradigm to the Cloud. We're now sitting on huge quantities of idle bits of information called dark data. It's over collected and unused data that has the potential power to create decision-making brilliance.

Business leaders are attempting to optimize siloed data – unrelated data collected in databases and spreadsheets or obsolete apps, to make critical decisions. We currently connect these siloes with other systems using a data processing step called ETL – Extract, Transform and Load. Take the data from one place, transform it so it can relate to another data resource and then load that data to another place for analysis. It's a big, time consuming, intermediary step we have figured out how to circumvent. "NoETL" technology is the next-generation magic wand of machine thinking and it's a game-changer.

As non-technical business leaders, we rely on our partners in IT to give us meaningful data that charts our course. They've been our faithful navigators. We've made the recommended investment in IT infrastructure and technology and counted on receiving analytics that will result in winning outcomes. It's now time to sit down at the table and have new conversations with IT leadership around AI.

A tectonic shift

We are now in a new place. AI has come upon us quickly and the promise of ROI is great. There are new technologies that give business leaders advantages never before realized. Data science is the new crystal ball to the future of business. Automation and machine learning are taking historical data to a look ahead using algorithms and mathematical modeling. It's a new predictive mindset. What business leader wouldn't want that crystal ball?

The real assets of your business exist not in better machines but in your current data stores which are like coal mines waiting for data science to turn those lumps of coal into data diamonds.

There are new vocabulary words associated with data analytics. Data science thought leaders are preparing the way for businesses to have learning opportunities and to know which resources to tap for direction in creating new competitive dynamics. Don't wait too long to be curious. The early adopters are already a step ahead and the competitive marketplace is changing in unexpected ways.

Leadership resources for the implementation of AI

Legacy businesses with data lakes are ripe for action. Who should lead the charge? It's up to the C-suite to have intentional conversations around data science. It's up to leadership to be ready to speak and understand new concepts and vocabulary combined with leaps of faith needed to join the new world order of information.

Learning resources 

Proactively look for learning opportunities. There are no excuses for not taking the initiative. No matter where you are in your career – this isn't something to linger about.

One upcoming seminar around AI and automation collaboration and education is DataCon Houston. It's an annual conference that brings important concepts around AI and Automation to business leaders. The target audience is not IT professionals, although there will be some in attendance; it's meant primarily to help the C-suite and non-technical leaders know where to begin and where to find that new vocabulary and translative resources. AI will affect every person in every business, and we must be ready for the cultural shifts that will come with the technological shifts.

Authors and thought leaders — George Danner, Dave McComb, and Gerald Kane will be speaking at DataCon October 10, 2019. In addition, Javier Fadul, director of innovation for HTX Labs will be speaking about XR and data visualization and its use in training employees and creating safer workplaces. Stefanos Damianakis will be teaching machine learning 101 and Juan Sequeda, principal scientist of data.world will present his UltraWrap NoETL patented technology.

Solving the unsolvable

The future of decision-making will render in blinks of an eye. Problems we thought unsolvable will suddenly have answers. Business leaders must get behind the leap of faith required for our own companies and push learning and understanding forward across the organization at all levels. AI and machine learning are the vortex of change. Are you ready for AI?

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Suzette Cotto is CEO of Innovate Social Media, a digital marketing agency specializing marketing for startups in the medical, technology, and energy industries. For more information on DataCon Houston 2019, please visit: https://incitelogix.com/datacon-houston-2019/

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This Houston suburb named one of 10 newest boomtowns in U.S.

Booming 'Burb

What do you get when you combine a city's surge in population, housing growth, and economy? For the Houston suburb of Conroe, it adds up to being America's No. 9 newest boomtown, according to a new survey from SmartAsset.

The personal finance website's just-released report analyzed more than 400 U.S. cities with populations of 65,000 or more to identify places experiencing rapid growth based on five-year changes in economic output, housing units, and labor force size.

Texas is home to the second-highest concentration of new boomtowns in America with 18 out of 75 located in the Lone Star State. Only Florida ranks higher than Texas by just one.

However, Texas nearly locked out the top five most bustling boomtowns in America. Austin suburb Georgetown topped the list, and its Central Texas neighbors New Braunfels (No. 2) and Leander (No. 4) ranked close behind. Dallas-Fort Worth mid-city Lewisville claimed the No. 5 spot. Lehi, Utah ranked in third place.

Conroe has soared in popularity as one of America's most sought-after suburbs over the last several years, boosted by its renter-friendliness and its livability among the millennial generation.

Conroe has seen a 37 percent increase in housing units from 2019 to 2024, with its labor force growing by 33 percent during that time. SmartAsset also determined that Montgomery County's economic output grew at compound annual rates of 4.9 percent.

The report says population booms and "expanding business activity" can create "visible momentum" for an up-and-coming city, but these fast changes can alter a city in ways residents may not expect.

"In recent years, some American cities stand out for attracting people, investment and development at a pace that sets them apart," the report said. "Boomtown status does not mean growth benefits everyone equally, but it does reflect a city’s expanding economic capacity and the new opportunities that come with it."

America's top 10 new boomtowns are:

  • No. 1 – Georgetown
  • No. 2 – New Braunfels
  • No. 3 – Lehi, Utah
  • No. 4 – Leander
  • No. 5 – Lewisville
  • No. 6 – Palm Coast, Florida
  • No. 7 – Nampa, Idaho
  • No. 8 – McKinney
  • No. 9 – Conroe
  • No. 10 – Frisco
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This article originally appeared on CultureMap.com.

5 must-read Houston innovation headlines: AI for seniors, major Meta news

Trending News

Editor's note: The first half of June brought big innovation headlines for Houston, from AI exploration to major Meta investments and the 2026 Fortune 500 list. Below are the five most-read InnovationMap stories published June 1-14, 2026:

1. Houston lab explores how AI bots can help the elderly

The University of Houston’s Empathetic Lifespan AI & Robotics for Aging (ELARA) Lab is currently conducting research into how AI bots may be able to help the elderly live more social and independent lives through several ongoing initiatives. The lab officially launched last month as part of the Gerald D. Hines College of Architecture & Design under the leadership of Assistant Professor Chorong Park. Part of the lab’s mission is tackling ongoing problems with aging, such as dealing with disabilities and social isolation. Researchers’ current work is focused on designing a new AI companion bot specifically tailored to the needs of older people. Continue reading.

2. New UH survey reveals concerns over AI data center growth in Houston

A new report out of the University of Houston shows that area residents remain wary of the long-term effects of operating data centers. The recent survey from the University of Houston’s latest SPACE City Panel, conducted by the Center for Public Policy at the Hobby School of Public Affairs, shows that while 85 percent of Houston-area residents use AI, nearly 63 percent oppose the construction of AI data centers within 1 mile of their homes. Continue reading.

3. Meta to bring $115 million AI data center training initiative to Houston

Meta and Associated Builders and Contractors have entered into a partnership to invest $115 million in training programs for the construction of AI data centers, with a portion of the project launching in Houston. The companies announced June 8 that they would open America’s Workforce Academies at ABC chapter training centers in Houston; Indianapolis; Baton Rouge, Louisiana; and Columbus, Ohio. Continue reading.

4. 27 Houston companies make Fortune 500 for 2026, led by energy giants

Houston is a giant among U.S. hubs for corporate headquarters. The 2026 Fortune 500 lists 27 companies based in the Houston area, with many energy companies claiming top spots. Houston ties with Chicago for the second-most Fortune 500 headquarters, preceded only by New York City (53). Dallas-Fort Worth is home to 23 Fortune 500 headquarters. Texas leads the nation for Fortune 500 headquarters (57), with California in the No. 2 spot and New York at No. 3. Continue reading.

5. 7 Houston neighbors named to U.S. News' best places to live in 2026

Several Houston suburbs have been crowned the best places to live in the U.S. for 2026, according to U.S. News & World Report. Sugar Land is the highest-ranked city in the Houston metro, and it ranks as the 10th best place to live in the country. Continue reading.

Houston brain health co. secures $6.5M for rare disease study

neuro funding

Houston-based Goldenrod Therapeutics, part of Fannin Partners' portfolio, has announced the initial close of a $6.5 million series seed preferred stock round.

The round was led by Ataxia Ventures and an affiliate of Fannin, according to a news release.

Goldenrod Therapeutics plans to use the funding to support manufacturing, formulation optimization, IND-enabling studies and a Phase I study of its drug to treat brain inflammation, known as 11h.

The study will consider how 11h, which blocks the enzyme PDE4, could treat Friedreich’s ataxia (FA), a rare genetic disease that affects movement, speech and balance. To date, other PDE4 inhibitors have proven to regulate neuroinflammation and neuronal signaling, but have had adverse gastrointestinal side effects or have not reached enough of the central nervous system, according to Goldenrod.

The company says its 11h is expected to have "broad applicability" with limited emetric side effects.

“Our 11h program is a next-generation, orally bioavailable, brain-penetrant PDE4 inhibitor, where researchers overcame longstanding limitations associated with earlier PDE4 inhibitors," Dr. Dev Chatterjee, CEO of Goldenrod, said in the news release. "We believe this creates the potential for a best-in-class therapy for Friedreich’s Ataxia and a potential foundation for development across multiple neurodegenerative and neuroinflammatory disorders.”

11h was first developed at the University of Nebraska Medical Center (UNeMed). Houston-based Fannin Partners in-licensed the product 2020 and landed SBIR Phase I funding to support its initial development for opioid use disorder soon after.

Goldenrod has also received funding to study 11h's effectiveness for multiple sclerosis, methamphetamine addiction and cocaine addiction.

Goldenrod says it is developing 11h to target a variety of neurological and inflammatory conditions, including Alzheimer's disease, multiple sclerosis, ALS, substance use disorders, Batten disease, pain and traumatic brain injury.

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