Houston innovator aims to connect the dots between data science and phenomena

eyes to the sky

Houstonian Joe Schurman's latest venture PhenomAInon is aimed at tapping into AI and data analytics for for space domain awareness and threat detection. Photo via Getty Images

As artificial intelligence continues to expand its sphere of influence, Spring-based expert Joe Schurman is looking to take this technology to an out-of-this-world space.

With his background includes working with advising defense and aerospace organizations like NASA, Schurman's latest venture PhenomAInon is perfectly aligned with what he’s been working towards since 2019. The company aims to be a multi-tiered subscription service and application that will be the world’s first cloud native data and AI platform for phenomenon-based data analysis that can analyze data from any source for space domain awareness and threat detection, according to Schurman.

The platform aims to provide end-to-end data and AI analysis, publish insights, build community, and provide cloud, data, and software consulting. PhenomAInon deploys data and AI services alongside modern data and AI engineering, per the website, to surface insights to explorers, researchers, organizations, publications, and communities through advanced data and AI analysis. Schurman has worked with the U.S. government's task force for unidentified anomalous phenomenon — any perceived aerial phenomenon that cannot be immediately identified or explained — known as UAPTF. The tool will run sensitive information and then get back custom video analysis. The public version of the tool will give the public the option to view videos and cases, and form their own analysis.

“We are working together with multiple teams both public and private to continue to curate the data sets, clear documents for public review, and provide advanced analytics and AI capabilities never seen before to the public,” Schurman tells InnovationMap. “From a data and analytics perspective, we are applying machine learning and advanced analytics to find correlations and anomalies in the incident reports across multiple data sets.

"Some of these are public, some are private, and some we are clearing for public review," he continues. "The analytics will go far beyond incident reporting and showcase heat maps, correlative incident maps to key private and public sector facilities, and trends analysis never reported — e.g. incident reporting correlated with time, weather, FAA, and drone flight data, etc. We also have a new content analysis platform where users will be able to eventually run their own AI and ML analysis on their own videos.”

Schurman was first able to show this to the world in 2019, when as an adviser for To The Stars Academy of Arts and Science, or TTSA. He also appeared on History Channel’s “Unidentified: Inside America's UFO Investigation” to show the Pentagon’s former Advanced Aerospace Threat Identification Program head and TTSA Director of Special Programs Luis Elizondo how the AI platform could be helpful in tracking data related to Unidentified Aerial Phenomena.

Now, PhenomAInon's app is a work-in-progress. While it soft launched in May of 2022, Schurman says they have several data sets that are awaiting clearing from the U.S. government, as well as the content analysis tool in development to launch possibly by the summer. Schurman also hopes they will curate the largest library of incident videos, images, and audio recordings.

The subject of UAP continues to attract new discussions from government officials and industry professions across aerospace, academia, and more. In Houston, Rice University's Woodson Research Center and its humanities department host one of the largest archives of UAP and paranormal data, notes, and research that include documents from CIA programs on remote viewing.

Schurman says he's looking to provide even more data and information in this space.

“This phenomenon, it’s implications to multiple aspects of our lives and possible security threats, all come down to a data problem and the organizations that have been in place to-date just have not had the level of cloud, data and AI engineering capabilities we take for granted and have access to in the private sector,” says Schurman. “My goal is to bring this all together, starting with PhenomAInon.”

Eric Ingram and Sergio Gallucci of SCOUT are focused on creating data-driven solutions to space technology management to save companies billions and prevent space debris. Photos courtesy of SCOUT

Tech startup lands in Houston to help space support services take off

space tech

A Virginia-based space company startup focusing on developing small and inexpensive satellites is making an out-of-this-world entrance in the Houston commercial innovation space.

SCOUT has been selected as part of the 2020 MassChallange's Texas in Houston cohort, a zero-equity startup accelerator, in the commercial space track and is planning a demonstration mission with the Johnson Space Center in 2021.

The startup, founded in 2019 by Eric Ingram and joined shortly after by Sergio Gallucci. Both have years of experience in innovative research and development, leading teams across academia, government, and industry. Their data will help manufacturers and operators extend satellite lifetimes, avoid failing satellites, reducing up to a billion dollars in losses.

"If we want further operate in space and grow our space presence overall," Eric Ingram, CEO-and-founder tells InnovationMap. "We need to have a safe environment to expand that presence so any time you have unchecked failures and space debris is a problem. We want to help take some of the riskiness out of space operations by providing data that doesn't already exist."

SCOUT provides a wide array of new products based on data to produce small and inexpensive satellites to perform in-space inspections of large and expensive satellites. Their data and spaceflight autonomy software helps spacecraft detect, identify, and refine models for observed objects to gather information and enable autonomous operations.

The space startup's observation and comprehension capabilities creates data products for customers, such as Spacecraft Sensor Suites and Satellite Inspections. The former is a sensor suite under current development to enable a new way to monitor satellites in space while the latter consists of their small satellites that can enable on-demand and on-site inspections for space assets.

This, according to Ingram, is changing the paradigm of operational risk in space.

"If we are able to better understand how these satellites age over time and diagnose problems before they become catastrophic failures," says Ingram "We can prevent space debris from even happening. The more safety and responsibility in space, the better it is for everyone to increase their technology and investment in what is a very rapidly growing industry."

Lost satellites tend to happen often, resulting in about $300 million lost in hardware and around $40 million annual revenue gone. Spacecrafts in outer space can be part of many unpredictable interactions that can be difficult to trace including solar activity, thermal, mechanical wear, and outgassing.

SCOUT will focus the rest of the year in growing their company, despite the setbacks caused by the coronavirus. Their priority is to meet their fundraising and technical milestones while engaging in strategic partnerships with satellite industry players.

"The space industry is growing and is becoming a more realistic and viable avenue for business growth and investment," says Ingram. "Houston is a diverse city with innovation at every front and the effort that NASA is going through to aid the commercial space industry, combined with the startup accelerators that there is a lot of adjacent opportunities and overlap in capabilities."

The NASA-backed Translational Research Institute for Space Health is innovating the future of life in space. Libby Neder Photography

Houston-based organization tasked by NASA to take risks and innovate solutions in space health

HOUSTON INNOVATORS PODCAST EPISODE 14

For Dorit Donoviel, innovation means risk — and there's not a lot that's riskier than traveling to and living in outer space. As director of Houston-based TRISH — the Translational Research Institute for Space Health — Donoviel is tasked by NASA to take some risks in order to innovate.

"Everyone tosses the word 'innovation' around, but that means, to us, taking risks in science. Health care, in particular, is very risk averse, but the space industry is taking risks every single day when they put people in a rocket and hurl them into space," Donoviel says on this week's episode of the Houston Innovators Podcast. "If we're going to mars, for example, we are going to put people at risk.

"For us to take risks in order to reduce risk is a really amazing opportunity."

TRISH works hand in hand with NASA's Human Research Program to identify the program's biggest concerns, and then tap into professors, researchers, and scientists from Baylor College of Medicine, California Institute of Technology, the Massachusetts Institute for Technology, and other partners in order to innovate solutions.

Some of the issues TRISH is working to provide solutions for range from protecting from radiation exposure on the moon and mars to personal health care — astronauts have to be a doctor to themselves when they are on the space station.

"That's a totally new model for health care, so we have to solve all those problems and invest in them," Donoviel says.

In a lot of ways, TRISH connects the dots of modern space research, explains Donoviel. The organization taps into its researcher network, as well as into startups and companies with innovative technologies, in order to deliver the best space innovations to NASA.

Donoviel goes into more details on how TRISH interacts with entrepreneurs as well as what new technologies the organization has seen success with in the episode. Stream the podcast below, and subscribe wherever you get your podcasts.


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Where founders go to grow: the rise of peer-driven scale support

Inside EO

Entrepreneurship can be exhilarating — but it can also be isolating. Founders often carry the weight of leadership, strategy, hiring decisions, and financial risk without many people who truly understand the pressure. Increasingly, business owners are turning to peer-driven communities for support, insight, and accountability.

One of the most prominent of these communities is the Entrepreneurs’ Organization (EO), a global network of more than 19,000 influential business owners across 86 countries. Built on the belief that entrepreneurs grow best when they learn from one another, EO creates a space where founders can openly share challenges, test ideas, and gain perspective from peers who have faced similar decisions.

A 360-Degree Approach to Growth
Unlike traditional business groups that focus solely on revenue and scale, EO emphasizes holistic development. The organization encourages members to pursue what it calls “360-degree growth” — improving not only their businesses but also their personal lives, leadership skills, and overall well-being.

Through mentorship, peer forums, and curated learning experiences, members gain tools to better balance the demands of entrepreneurship with life outside the office. The goal is not just stronger companies, but stronger leaders.

A Global Network of Entrepreneurs
Connection sits at the center of the EO experience. Members become part of a trusted community of entrepreneurs who exchange ideas, challenge assumptions, and celebrate wins together. These peer relationships often provide clarity that founders can’t easily find inside their own organizations.

EO also opens doors to world-class education opportunities. Members can access proprietary programs and leadership experiences developed in collaboration with leading institutions such as London Business School, Harvard Business School, and The Wharton School. These programs combine academic insight with practical founder experience.

But for many entrepreneurs, the most valuable lessons come directly from fellow members. See how founders feel about the forum experience and the insights they've gained from other participants:

Q: What’s the biggest business change you made because of EO peer advice, and what single metric moved?

A: “My EO Forum encouraged me to slow down long enough to see my blind spots. I stopped running the company purely on instinct and intensity, and I started building real structure, accountability, and leadership around me.” -Jeremy Jenson, Encore Search Partners

A: “Joined and utilized EOS and have quadrupled our business.” —Mark Thiessen, Thiessen Law Firm

Q: What tough moment did EO help you navigate, and what was the outcome?

A: “Changing my business model to focus on one service and one service only — lawn sprinkler system repairs. We have seen greatly improved labor efficiency rates and profit margins.” —Jason Troth, Sprinkler Repair Professionals

A: “My forum helped me navigate and get past a health issue that had derived into a depression.” —Alejandro Cortez, SAI Environmental Services

Q: What’s the best “playbook” you borrowed from another member?

A: “Show up on time. Do what you say. Finish what you start. Say please and thank you.” —Robert Wagnon, W5Ranches

A: “You have to confidently ask for the business. Don’t chase clients at pricing that does not work.” —Pete Patterson, Patterson PC

The Power of Peer Insight
For many founders, the biggest breakthroughs don’t come from books or consultants—they come from conversations with other entrepreneurs who have walked the same path.

Peer-driven organizations like EO are redefining how leaders grow. By combining trusted relationships, shared experience, and access to world-class education, they create an environment where founders can think bigger, lead better, and build businesses that last.

And perhaps most importantly, they remind entrepreneurs that while building a company can feel lonely, they don’t have to do it alone.

Austin company to bring AI-powered school to The Woodlands

AI education

Austin-based Alpha School, which operates AI-powered private schools, is opening its first Houston-area location in The Woodlands.

The 8,000-square-foot school, scheduled to be ready for the 2026-27 academic year, initially will serve students in kindergarten through eighth grade. Alpha says the school will offer “open workshop spaces and innovative classrooms that support personalized instruction, core academics, leadership development, and real-world life skills.”

Alpha sets aside two hours each school day for the AI-driven, self-paced study of core subjects like math, reading and science. The rest of each school day consists of life-skills workshops focusing on topics such as leadership and financial literacy.

Alpha’s school in The Woodlands has begun accepting applications for the 2026-27 school year. Annual tuition costs $40,000.

“The Woodlands is one of the most dynamic, forward-thinking communities in Texas, and Alpha is proud to bring

an innovative educational model that complements its strong academic foundation,” says Rachel Goodlad, head

of expansion for Alpha.

Founded in 2014, Alpha School combines adaptive technology-driven instruction with immersive life-skills workshops. Its model emphasizes mastery-based learning in core subjects alongside development of communication, critical thinking, financial literacy and leadership skills. It operates more than 15 schools across the country.

Elsewhere in Texas, Alpha operates schools in Austin, Brownsville, Fort Worth and Plano. Alpha also operates 12 Texas Sports Academy campuses in Texas, including locations in Houston, Pearland and Richmond, along with a NextGen Academy esports school in Austin, a school for gifted students in Georgetown, and lower-cost Nova Academy campuses in Austin and Bastrop.

Alpha has fans and critics. While supporters tout students’ high achievement rates, detractors complain about the high tuition and the AI-influenced depersonalization of education.

“Students and our country need to be in relationship with other human beings,” Randi Weingarten, president of the American Federation of Teachers, a teachers union, tells The New York Times. “When you have a school that is strictly AI, it is violating that core precept of the human endeavor and of education.”

Alpha co-founder MacKenzie Price, a podcaster and social media influencer, doesn’t share Weingarten’s views.

“Parents and teachers: We need to embrace this change,” Price wrote after President Trump signed an executive order promoting AI in schools.

The Times notes that Alpha doesn’t employ AI as a tutor or a supplement. Rather, the newspaper says, AI is “the school’s primary educational driver to move students through academic content.”

Houston space tech co. lands $175M and more innovation news to know

Trending News

Editor's note: The top Houston innovation news for the month includes major fundraising rounds for two Houston scaleups and local inductees into the National Academy of Inventors. Here are the five most-read InnovationMap headlines from March 1-15, 2026:

1. Intuitive Machines secures $175M equity investment to fuel growth

Intuitive Machines has landed a $175 million investment as it looks secure satellite deals and develop space-based data centers. Photo courtesy Intuitive Machines.

Houston-based space infrastructure and services company Intuitive Machines has secured a $175 million equity investment from unidentified institutional investors. The investors received shares of Class A stock in exchange for their funding. Publicly held Intuitive Machines (Nasdaq: LUNR) says it plans to use the capital to help build revenue and invest in technology, including communications and data-processing networks. Continue reading.

2. Houston e-commerce giant Cart.com raises $180M, surpasses $1B in funding

Cart.com has raised $180 million to scale its logistics network, expand AI capabilities and develop workflow automation tools. Photo courtesy of Cart.com

Houston-based commerce and logistics platform Cart.com has raised $180 million in growth capital from private equity firm Springcoast Partners, pushing the startup past the $1 billion funding mark since its founding in 2020. Cart.com says it will use the capital to scale its logistics network, expand AI capabilities and develop workflow automation tools. Continue reading.

3. Houston leads Texas with 7 new National Academy of Inventors senior members

The University of Houston has more faculty named to this year’s senior member class of the National Academy of Inventors than any other Texas institution. Photos courtesy UH.

The University of Houston is now home to seven new senior members of the National Academy of Inventors. According to UH, its seven new members represent the largest group from any single Texas institution this year, bringing the university's total senior member count to 46. Continue reading.

4. Booming Houston suburb launches innovation grant to attract startups

The City of Sugar Land is putting money on the table to support startups that relocate jobs to southwest Houston. Photo via Getty Images.

Think you’ve got a burgeoning startup? Consider moving it to southwest Houston. The City of Sugar Land announced the Sugar Land Starts Innovation Fund to support companies that move jobs to the area. Continue reading.

5. 6+ can't-miss Houston business and innovation events in March

From CERAWeek to H-Town Roundup, here's what not to miss this month and how to register. Photo courtesy of CERAWeek

March brings the return of some of Houston’s signature innovation events, plus insightful talks and celebrations in honor of Women's History Month. Here’s what not to miss and how to register. Continue reading.

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