Houston Voices

Houston-founded startups — are you in the right city for growth?

Choosing the right city in which to launch your startup can make or break your company. Miguel Tovar/University of Houston

Choosing the best city for your startup can mean the difference between success and closing up shop prematurely. It's important to think outside your home city for a startup launch because your home city may not have the ecosystem set up for your particular startup.

If you give in to your emotions; staying in your hometown because it's, well, your hometown, you risk preventing your company from launching in a city more conducive to its growth.

Here are three keys to making sure you choose the right city for your startup.

A city's ecosystem

Few things are more valuable to a new company than a web of like-minded companies, investors, social groups and connections. You want a city that uses its resources to grow and maintain its startups. Whether it be accelerators or pitching events or entrepreneur conferences, the city you choose needs to be active in the startup community. Establishing your startup in a city with a weak ecosystem will halt the growth of your company because it'll be that much harder to boost your company without a city's support.

A city's social network

A city with a robust social circle of like-minded entrepreneurs is a city that is doing something right for startups. First of all, if the city is rich in like-minded entrepreneurs, then that means they are living there. So there has to be a reason for that: the city is startup-friendly. Second, a city with a strong social sphere of startups means you have more opportunities to make connections and network. You can meet with other business owners to discuss issues important to your companies and even learn new things from each other. What's more is you have a chance to work with other companies to help each other grow. The city of New Orleans has Krewe de Nieux, for example. This social group is a resource for over forty technology startups in the city.

A chance to give back

Opportunities to give back. The best city for your startup will have plenty of opportunities to give back. For example, giving high school students real-life work experience to expand their knowledge and prepare them for a career in the field. A city with a plethora of opportunities like charities, youth groups, internships and career and business organizations allows startups to barter: we will give you experience and you can help us get work done. You help each other grow. In doing so, you blossom the city's startup community as a whole.

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This article originally appeared on the University of Houston's The Big Idea.

Rene Cantu is the writer and editor at UH Division of Research.

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Houston-based Melax Tech has developed multiple Natural language processing tools that are used by more than 650 health care and life science organizations. Photo via MelaxTech.com

Melax Tech Partners, a leader in natural language technology processing, announced a new partnership with the University of California at Irvine that will help researchers derive insights from the UCI Health Data Science Platform’s electronic health records system and improve patient care.

Melax will implement its signature text annotation tool LANN to pull information from clinical notes, and its CLAMP product to develop natural language processing customizations through the use of AI, according to a statement from the company.

“There has been a strong desire among UCI researchers to have the capability to analyze free-text clinical narrative data using cutting-edge NLP technologies," Kai Zheng, chief research information officer at UCI Health Affairs, says in a statement. "We are delighted to have this opportunity to work with Melax Tech to deploy their AI-driven annotation and analytics tools to help our researchers advance their research agenda by leveraging the vast amount of free-text data that our health system has accumulated in the past two decades.”

Natural language processing, or NLP, allows organizations and healthcare groups to sift through and analyze massive amounts of data at a rapid rate through the use of machine learning and AI. Houston-based Melax Tech, founded in 2017, has developed multiple NLP tools that are used by more than 650 health care and life science organizations, according to its website.

In addition to the recent partnership with UC Irvine, Melax has also recently partnered with Vanderbilt University Medical Center and the University of Western Pennsylvania on similar clinical projects.

Melax has also used its platforms to pull vital information from datasets relating to COVID-19, in both medical and social settings.

In March 2022, it was awarded a Phase 1 NIH Award, valued at $300,000, to develop informatics tools based on COVID-19 datasets with the San Diego Supercomputer Center at UC San Diego. The tool aims to help researchers better understand vast amounts of virus-related data and connect findings with other similar results.

In August, Melax also received another $300,000 grant from the National Institute of Allergy and Infectious Diseases to develop NLP-based algorithms that will "model, extract and synthesize vaccine misinformation from multiple popular social media sources," according to a statement. Melax will also develop a visualization that presents its findings on the misinformation into a compressible format.

"This is a very real topic affecting culture at present," Andre Pontin, CEO at Melax Tech, says in a statement. "And shows that we as a collective business and group of experts continue to be on the cutting-edge of science in the NLP and AI domain."

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