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.


Ad Placement 300x100
Ad Placement 300x600

CultureMap Emails are Awesome

Property Showcase

Tesla self-driving mode wasn't to blame in Houston-area crash, report suggests

Tesla news

Federal safety investigators looking into a runaway Tesla that killed a grandmother in her home say the driver had pressed the accelerator to full speed, suggesting the vehicle's self-driving software was not to blame.

The driver had told police that he had the self-driving software turned on, but a report from the National Transportation Safety Board concluded that he had actually overridden that feature when he pushed hard on the pedal. Moments later the Tesla Model 3 raced down a residential street in Katy, Texas, at highway speeds, slammed into a brick home and killed a 76-year-old woman standing in the front room.

The crash last month drew national attention because Tesla CEO Elon Musk is seeking to reassure the public its self-driving feature is safe as he prepares to turn hundreds of thousands of Teslas already on the road into fully automatic vehicles and begin selling two-seated Cybercabs missing steering wheels and pedals.

The crash came two months after officials at a separate federal agency, the National Highway Traffic Safety Administration, announced it was elevating a 2024 investigation of the self-driving feature to new “engineering analysis” level, raising the possibility of a recall of 3.2 million Tesla vehicles.

That NHTSA probe was triggered by crashes where the self-driving feature failed to alert drivers to take control in fog and other poor visibility conditions.

The agency opened an investigation last year into 58 incidents in which Teslas reportedly violated traffic safety laws while using self-driving technology, leading to more than a dozen crashes and fires and nearly two dozen injuries.

Separate from the National Transportation Safety Board, NHTSA is also looking into the Tesla house crash in Texas, one of 46 “special crash” investigations of Tesla's self-driving or driver-assistance technology in the past decade, according to the agency’s records. In more than a dozen of those crashes, at least one person — a driver, passenger or pedestrian — was killed.

Tesla had originally called its driver assistance software Full Self-Driving, or FSD, but auto experts and regulators complained it was misleading because drivers must always keep their eyes on the road and be ready to take over at any time.

The company has since changed the name to Full Self-Driving (Supervised).

Video of the Katy, Texas, accident shows the Tesla traveling at more than 70 mph (112.65 kilometers per hour), jumping a curb then tearing across a lawn before crushing through a brick wall of a home. A woman standing feet away, Martha Avila, was found amid piles of crumbling plaster, split beams and bits of furniture and rushed to a hospital but died.

Sales of Tesla cars still haven't recovered fully from boycotts last year over Musk's political stands, but the stock is rising anyway as he has successfully shifted attention away from the sales figures. He says they matter less now that the company is on the cusp of major technological advances, such as turning Teslas into hands-free vehicles and having its Optimus robots take over for humans for tasks at home and work.

Tesla stock has risen 22% in the past year and is currently trading at 170 times expected annual earnings compared to 20 for the S&P 500.

For its second-quarter financial results, financial analysts surveyed by FactSet expect earnings per share will barely budge — 32 cents versus 33 cents a year earlier — continuing a sixth quarter streak of flat or falling profits.

London AI startup selects Houston for first U.S. office after $20M raise

welcome to houston

London-based AI firm Applied Computing has announced a $20 million Series A round and a new office in Houston.

The new Bayou City office is Applied Computing’s first in the United States and part of its North American expansion. The company is known for its Orbital AI platform, which is tailored for energy operations.

The funding round was led by Houston-based KBR Inc., with participation from San Francisco-based Databricks Ventures. KBR’s investment was first announced in March.

KBR and Applied Computing have also entered into a multi-year agreement to deliver exclusive AI products for the energy sector. KBR already has integrated Orbital into its INSITE 3.0 platform for energy projects, and is also using the product for ammonia production.

Applied Computing’s Orbital platform combines physics-grounded intelligence with models across chemical engineering, time-series forecasting and language, according to the company. The system analyzes sensor readings and can recognize a facility’s equipment constraints and operator activity. The platform can also allow technicians to run simulations of how a change to a facility could affect the rest of its operations.

According to TechCrunch, Applied Computing will use the $20 million to further explore projects and deployments with the energy sector, hire engineering and research positions, and continue to expand internationally, potentially into the Middle East.

The company is also working on deals with a major U.S. stream operator, TechCrunch reports. And Applied Computing shared on LinkedIn that it plans to announce its first partnership with a major European oil company in the coming weeks.

“Yesterday we showed Orbital live in deployments at our demo day at the Energy Institute in London,” Callum Adamson, CEO and co-founder of Applied Computing, posted on LinkedIn on July 16. “Today, we're announcing the capital to scale it globally as well as the launch of our new offices in Houston and Bangalore. In the weeks following, there will be more announcements on our progress, partnerships and deployments.”

The company opened its Bangalore offices in December.

Texas is no longer America's No. 1 most financially distressed state

Report Rebound

After spending an unfortunate year as the No. 1 state with the most people in financial distress, Texas has slightly recovered. But the Lone Star State isn't out of the woods yet: it's still among the five most financially distressed states in America for 2026.

According to WalletHub's 2026 report, Texas sits in the No. 4 spot this year, while Kansas, Louisiana, and Florida moved up to become the top three states with the most financially distressed residents.

The personal finance website's experts compared all 50 states based on residents' average credit scores, the share of people with "accounts in distress" (meaning an account that's in forbearance or has deferred payments), the one-year change in bankruptcy filings from March 2025, and search interest indexes for "debt" and "loans."

Despite improving in the overall ranking, the study found Texas has had the fourth-biggest spike in bankruptcy filings nationally from March 2025 to March 2026. Texas residents also have the 10th worst average credit scores in the country, according to the findings.

This is how Texas ranked across the study's six key dimensions, where No. 1 means "most distressed:"

  • No. 4 – Change in bankruptcy filings from March 2024 to March 2025 rank
  • No. 5 – Average number of accounts in distress rank
  • No. 8 – "Loans" search interest index rank
  • No. 8 – People with accounts in distress rank
  • No. 12 – Credit score rank
  • No. 13 – “Debt” search interest index rank

It feels like inflation and affordability have been top-of-mind for many Americans over recent years, and uncertainty around the national economy also adds another level of distress. That's especially true for Houston residents, which were dubbed the second most financially distressed people in America earlier in 2026.

"Americans have faced significant financial challenges in recent years, as inflation, shifting unemployment levels, public health emergencies, and natural disasters have made it more difficult for many households to stay on top of their bills," the report said.

The top three states that have the least financially distressed residents are Maine (No. 50), Rhode Island (No. 49), and Hawaii (No. 48).

The top 10 most financially distressed states in America for 2026 are:

  • No. 1 – Kansas
  • No. 2 – Lousiana
  • No. 3 – Florida
  • No. 4 – Texas
  • No. 5 – South Carolina
  • No. 6 – Wyoming
  • No. 7 – Georgia
  • No. 8 – California
  • No. 9 – North Carolina
  • No. 10 – Kentucky
---

A version of this article originally appeared on CultureMap.com.

View All Listings