6 ways Houston startups and small businesses can integrate AI, machine learning

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AI and ML have ceased to be distant dreams of the future, becoming accessible tools that can revolutionize the way startups and small businesses operate. Photo via Getty Images

In today's fast-paced and technologically driven world, artificial intelligence and machine learning have emerged as transformative technologies that hold immense potential for startups and small businesses. While AI was once perceived as the domain of large corporations, it has become increasingly accessible, enabling startups and small businesses to leverage its capabilities to drive growth, enhance efficiency, and gain a competitive edge.

To start, AI is computer software that mimics the ways humans think in order to perform complex tasks, such as analyzing. ML is a subset of AI that uses algorithms trained on data to produce models that can perform complex tasks. The terms are often interchangeable.

Let’s explore how startups and small businesses can tap into the power of AI and ML right now to make a tangible impact on their business operations.

1. Streamlining Operations with Intelligent Automation

One of the primary advantages of AI and ML is their ability to automate repetitive and time-consuming tasks. Startups and small businesses can employ AI-powered chatbots to handle customer inquiries, freeing up valuable human resources and improving response times. Using chatbots in the past has been associated with a negative customer experience but is now more personal due to natural language processing (NLP) and offers the quick, convenient experience customers are looking for. ML algorithms can also automate data entry, data analysis, and report generation, reducing errors and boosting productivity. If you’re a business with regular customer interaction, you can implement a chatbot service. There are many chatbot service providers to explore with different price points.

2. Personalized Customer Experiences

AI and ML algorithms excel at processing vast amounts of data and extracting meaningful insights. By leveraging customer data, startups and small businesses can employ AI-driven recommendation systems to deliver personalized product recommendations, tailored marketing campaigns, and customized user experiences. This level of personalization enhances customer satisfaction, engagement, and ultimately, loyalty. For businesses with large amounts of data, you can implement a machine learning model into a basic application such as Excel. Just like chatbot service providers, there are many ML applications to choose from.

3. Enhanced Decision-Making with Predictive Analytics

Startups and small businesses often face the challenge of making informed decisions amidst uncertainty. AI and ML models can analyze historical data, identify patterns, and generate accurate predictions for various business aspects, such as demand forecasting, sales projections, and inventory management. Armed with these insights, business owners can make data-driven decisions that optimize their operations, reduce costs, and maximize profitability. Similar to creating a personalized customer experience, businesses can use ML to sift through large amounts of data, providing insights into trends not just with text, but also intention.

4. Improving Marketing and Sales Strategies

AI and ML have revolutionized marketing and sales strategies, offering startups and small businesses the ability to target the right audience with precision. Natural language processing (NLP) enables sentiment analysis, allowing businesses to gauge customer opinions and adapt their strategies accordingly. AI-powered tools can also automate lead generation, lead scoring, and customer segmentation, enabling businesses to focus their efforts on high-potential leads and optimize conversion rates. Many common CRM platforms incorporate AI with price points for small businesses.

5. Enhanced Cybersecurity and Fraud Detection

Startups and small businesses are not immune to cyber threats and fraudulent activities. AI and ML can fortify their security measures by analyzing network traffic patterns, detecting anomalies, and identifying potential threats. ML algorithms can detect fraudulent transactions in real-time, safeguarding businesses from financial losses. By deploying AI-driven cybersecurity measures, startups and small businesses can protect their data and ensure the trust of their customers.

6. Efficient Supply Chain Management

For startups and small businesses that rely on efficient supply chain management, AI and ML offer significant benefits. These technologies can optimize inventory levels, anticipate supply chain disruptions, and streamline logistics. By analyzing historical data and real-time information, AI algorithms can identify optimal delivery routes, reduce transportation costs, and minimize delays. This level of efficiency contributes to better customer service and higher customer satisfaction.

AI and ML have ceased to be distant dreams of the future, becoming accessible tools that can revolutionize the way startups and small businesses operate. It is crucial to recognize that successful implementation of these technologies requires careful planning, data quality, and ongoing monitoring. Startups and small businesses that embrace AI and ML now will position themselves as industry leaders, driving growth, and securing a competitive advantage in the dynamic business landscape of today and tomorrow.

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Terence Low is the founder and CEO of Codistas IT Services.

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Texas A&M, UH rise in global rankings of universities attracting the most attention

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Houston and Texas universities had a strong showing on the 2026-27 Global University Visibility (GUV) Rankings compiled by D.C.-based higher ed market research firm American Caldwell.

Texas A&M ranked No. 6 on the list—the top rank of any Texas university. Meanwhile, the University of Houston ranked No. 52, a 15-spot jump from its previous ranking.

The GUV rankings rate colleges that garner the most global attention via news coverage, social media influence, website traffic, YouTube views, and general public interest. GUV evaluated over 1,200 universities across 193 United Nations-recognized countries.

Texas A&M, with its No. 6 global ranking, also claimed the No. 5 spot among U.S. institutions. The university climbed 21 spots from its previous rank.

“News mentions were a driver of Texas A&M’s movement in this year’s rankings, and earned media remains one of the strongest signals of relevance,” Tim Doty, associate vice president for earned media at Texas A&M, said in a news release. “Much of that visibility begins with our faculty and research experts, whose work helps explain, solve and give context to issues people care about. When Texas A&M experts appear in news stories about research, discovery, national security, agriculture, health, engineering, service and the future of Texas, audiences see the university not only as large or well known, but as useful, relevant and necessary to the conversations shaping our state and country.”

In the “Public Interest” category, UH also claimed a top 10 global ranking at No.6. UH touts its overall GUV rankings success to Guggenheim Fellowships, MacArthur “Genius” grants, National Academy membership, studies like researchers breaking the superconductivity temperature record, and success on the football field and basketball courts.

“Across the board, there is no question that the University of Houston is a brand on the rise,” Shawn Lindsey, interim vice president for marketing and communications, said in a news release. “People are seeing our story, hearing about the amazing things happening at UH and actively seeking us out to learn more. We are seeing it in record-high student applications, we are seeing increases in trademark licensing revenue, our faculty are earning global accolades. It’s an exciting time to be a Houston Cougar.”

Other Texas institutions to make the top 250 on the list include:

  • No. 22 The University of Texas at Austin
  • No. 104 University of Texas at Dallas
  • No. 159 Texas Tech University
  • No. 178 Rice University
  • No. 191 University of North Texas
  • No. 248 Texas State University

For the fourth year in a row, Harvard University secured the top spot on the list, followed by MIT, Stanford University and Purdue University. The University of Oxford was the top non-U.S. institution at No. 5.

See the full list here.

Astrodome group seeks new ideas for future of historic Houston landmark

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The Astrodome may have once been touted as the Eighth Wonder of the World, but its current condition remains one of Houston's most famous follies. In an effort to find a better use for the iconic building, The Astrodome Conservancy has released a Request for Information (RFI), inviting proposals from interested parties on how the historic landmark might be used in the future. Respondents have until September 8 to submit their responses at the official conservancy site.

“This RFI is an opportunity for the market to help shape a shared vision for the Astrodome,” said Beth Wiedower Jackson, executive director of the Astrodome Conservancy, in a release. “We are looking to gather creative, feasible, and financially viable ideas that reflect both the significance of the Astrodome and its potential as a catalyst for future development.”

When the Astrodome opened in 1965, it was a marvel of engineering and the world's first air-conditioned, multi-purpose domed sports stadium. It remained an iconic part of Houston until changing trends in sports sent the Astros and the Houston Livestock Show and Rodeo to newer stadiums with modern amenities. After the 2003 rodeo, the dome was closed, except for a brief use as an evacuation shelter for Hurricane Katrina.

A decades-long fight over what to do with the Astrodome followed that closure. The City of Houston condemned the building for various code violations in 2009. Fully renovating it would cost over $700 million — a tall order for taxpayers. Demolishing it would be far cheaper (around $55 million), but its status on the National Register of Historic Places makes that virtually impossible. Meanwhile, Harris County pays hundreds of thousands of dollars a year to maintain the building.

Proposals for the space have run the gamut. In 2024, the Astrodome Conservancy proposed Vision: Astrodome, which would transform the building into an indoor mall and event space. That still appears to be the foundation of the plan according to the RFI.

The RFI is seeking private investment to partner with the Harris County property. Proposals are merely for planning purposes and will not automatically lead to contracts for development. Section 2.3 states that participants in the new mixed-use space will "require back-of-house infrastructure improvements to support reliable operations at scale," likely meaning that the plan is to fund some of the much-needed renovations via tenants. However, the RFI points out that participants in the revitalized Astrodome will also be eligible for historic space preservation tax credits.

While Vision: Astrodome seems committed to using the stadium as a public space for the entertainment of Houstonians, the RFI is clear other options are on the table.

The Astrodome possibly being used to house a data center is specifically mentioned, though the RFI mandates such a proposal would need to be very upfront about the infrastructure demands and continuing operating costs of such a project. Public backlash against data centers led to Governor Greg Abbott ordering a pause on grid connections to them pending further review.

"The Astrodome presents a unique opportunity for adaptive reuse and redevelopment that honors its legacy while positioning it for long-term community and economic impact," said the conservancy in the release announcing the RFI.

Houston lands $14M in latest CPRIT grants to advance cancer, lab-on-chip research

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Thanks to a $4 million grant from the Cancer Prevention and Research Institute of Texas, the University of Houston has recruited a top-tier researcher developing AI-powered lab-on-a-chip technology for early cancer detection.

Tianhong Cui, a professor of mechanical engineering at the University of Minnesota Twin Cities and an adjunct professor of physiology and biomedical engineering at the Mayo Clinic, specializes in microelectromechanical systems and advanced manufacturing at microscale and nanoscale levels. In addition to lab-on-a-chip systems, Cui focuses on biosensors and water sensors.

Lab-on-a-chip devices deliver big results in a tiny package

The CPRIT grant supports Cui’s development of a microscale lab-on-a-chip system for early cancer detection and post-therapy monitoring.

“Lab-on-a-chip technology crams an entire lab’s worth of functions into a tiny device roughly the size of a USB stick,” according to Built In.

Common uses for the technology include medical diagnostics, point-of-care testing, and environmental monitoring.

Lab-on-a-chip work being carried out at UH and elsewhere in Houston promises to revolutionize cancer detection and treatment. For instance, Houston biotech company iBiochips, a spinout from the Houston Methodist Research Institute, makes lab-on-a-chip devices that bolster cancer detection and therapy.

Four local organizations gain $10 million in CPRIT grants

Four other Houston-area organizations received an additional $10 million in grants in CPRIT’s latest round of funding:

  • University of Texas MD Anderson Cancer Center received two $2 million grants to recruit researchers Zheqi Li of Harvard University’s Dana-Farber Cancer Institute and Nikolaos Koundouros of Weill Cornell Medicine.
  • Rice University received one $2 million grant to recruit researcher Maria Akoppyan, formerly of the University of Southern California.
  • UT Medical Branch at Galveston received one $2 million grant to recruit researcher Cristina Santarossa of Johns Hopkins University.
  • Houston-based biopharma company Pulmotect received one $2 million grant to support better outcomes for cancer patients by activating immunity in the lungs as a first line of defense against germs.

The funding was part of $35 million in new CPRIT grants for institutions and companies across Texas approved at the organization's most recent meeting. To date, CPRIT has awarded more than $4.2 billion in grants.

“These awards support research across the cancer continuum from prevention to new classes of therapeutics,” said Dr. Scott Hiebert, chief scientific officer of CPRIT, said in a news release. “The work of these investigators will impact the lives of Texans across the state.”

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