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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Nominations are now open for the 2025 Houston Innovation Awards

Calling All Innovators

Calling all Houston innovators: The Houston Innovation Awards return this fall to celebrate the best and brightest in the Houston innovation ecosystem right now.

Presented by InnovationMap, the fifth annual Houston Innovation Awards will take place November 5 at TMC Helix Park.

The awards program will honor the top startups and innovators in Houston across 10 categories, and we're asking you to nominate the most deserving Houston innovators and innovative companies today.

This year's categories are:

  • Minority-founded Business, honoring an innovative startup founded or co-founded by BIPOC or LGBTQ+ representation.
  • Female-founded Business, honoring an innovative startup founded or co-founded by a woman.
  • Energy Transition Business, honoring an innovative startup providing a solution within renewables, climatetech, clean energy, alternative materials, circular economy, and beyond.
  • Health Tech Business, honoring an innovative startup within the health and medical technology sectors.
  • Deep Tech Business, honoring an innovative startup providing technology solutions based on substantial scientific or engineering challenges, including those in the AI, robotics, and space sectors.
  • Startup of the Year (People's Choice), honoring a startup celebrating a recent milestone or success. The winner will be selected by the community via an interactive voting experience.
  • Scaleup of the Year, honoring an innovative later-stage startup that's recently reached a significant milestone in company growth.
  • Incubator/Accelerator of the Year, honoring a local incubator or accelerator that is championing and fueling the growth of Houston startups.
  • Mentor of the Year, honoring an individual who dedicates their time and expertise to guide and support budding entrepreneurs.
  • Trailblazer, honoring an innovator who's made a lasting impact on the Houston innovation community.

Nominations may be made on behalf of yourself, your organization, and other leaders in the local innovation scene. The nomination period closes on August 31, so don't delay — nominate today at this link, or fill out the embedded form below.

Our panel of esteemed judges will review the nominations, and determine the finalists and winners. Finalists will be unveiled on September 30, and the 2025 Houston Innovation Awards winners will be announced live at our event on November 5.

Tickets will go on sale this fall. Stay tuned for that announcement, as well as more fanfare leading up to the 2025 Houston Innovation Awards.

Nominate now:

Interested in Innovation Awards sponsorship opportunities? Please contact sales@innovationmap.com.

MD Anderson launches $10M collaboration to advance personalized cancer treatment tech

fighting cancer

The University of Texas MD Anderson Cancer Center and Japan’s TOPPAN Holdings Inc. have announced a strategic collaboration to co-develop TOPPAN Holdings’ 3D cell culture, or organoid, technology known as invivoid.

The technology will be used as a tool for personalized cancer treatments and drug screening efforts, according to a release from MD Anderson. TOPPAN has committed $10 million over five years to advance the joint research activities.

“The strategic alliance with MD Anderson paves a promising path toward personalized cancer medicine," Hiroshi Asada, head of the Business Innovation Center at TOPPAN Holdings, said in a news release.

Invivoid is capable of establishing organoid models directly from patient biopsies or other tissues in a way that is faster and more efficient. Researchers may be able to test a variety of potential treatments in the laboratory to understand which approach may work best for the patient, if validated clinically.

“Organoids allow us to model the three-dimensional complexity of human cancers in the lab, thus allowing us to engineer a powerful translational engine—one that could not only predict how patients will respond to therapy before treatment begins but also could help to reimagine how we discover and validate next-generation therapies," Dr. Donna Hansel, division head of pathology and laboratory medicine at MD Anderson, added in the news release. “Through this collaboration, we hope to make meaningful progress in modeling cancer biology for therapeutic innovation.”

The collaboration will build upon preclinical research previously conducted by MD Anderson and TOPPAN. The organizations will work collaboratively to obtain College of American Pathologists (CAP) and Clinical Laboratory Improvement Amendments (CLIA) certifications for the technology, which demonstrate a commitment to high-quality patient care. Once the certifications are obtained, they plan to conduct observational clinical studies and then prospective clinical studies.

“We believe our proprietary invivoid 3D cell culture technology, by enabling the rapid establishment of organoid models directly from patient biopsies, has strong potential to help identify more effective treatment options and reduce the likelihood of unnecessary therapies,” Asada added in the release. “Through collaboration on CAP/CLIA certification and clinical validation, we aim to bring this innovation closer to real-world patient care and contribute meaningfully to the advancement of cancer medicine."