Houston-based Complete Intelligence was just recognized by Capital Factory as the "Newcomer of the Year." Photo via completeintel.com

The business applications of artificial intelligence are boundless. Tony Nash realized AI's potential in an underserved niche.

His startup, Complete Intelligence, uses AI to focus on decision support, which looks at the data and behavior of costs and prices within a global ecosystem in a global environment to help top-tier companies make better business decisions.

"The problem that were solving is companies don't predict their costs and revenues very well," says Nash, the CEO and founder of Complete Intelligence. "There are really high error rates in company costs and revenue forecasts and so what we've done is built a globally integrated artificial intelligence platform that can help people predict their costs and their revenues with a very low error rate."

Founded in 2015, Complete Intelligence is an AI platform that forecasts assets and allows evaluation of currencies, commodities, equity indices and economics. The Woodlands-based company also does advanced procurement and revenue for corporate clients.

"We've spent a couple years building this," says Nash. "We have a platform that is helping clients with planning, finance, procurement and sales and a host of other things. We are forecasting equity markets; we are forecasting commodity prices, currencies, economics and trades. We built a model of the global economy and transactions across the global economy, so it's a very large, very detailed artificial intelligence platform."

That platform, CI Futures, has streamlined comprehensive price forecasting and data analysis, allowing for sound, data-based decisions.

"Our products are pretty simple," says Nash. "We have our basic off the shelf forecast which is called CI Futures, which is currencies, commodities, equities and economics and trade. Its basic raw data forecasts. We distribute that raw data on our website and other data distribution websites. We also have a product called Cost Flow, which is our procurement forecasting engine, where we build a material level forecasting for clients.


completeintel.com

"Then we have a product that we'll launch next year called Revenue Flow, which is a sales forecasting tool that will use balance of both client data and publicly available data to forecast client sales by product, by geography and so on and so forth. So we really only do three things: revenues, costs and raw data forecasts."

Forecasting across industries

Complete Intelligence's Cost Flow and Revenue Flow products are specific to direct clients. They are working with clients in the food and beverage sector, the energy sector, the chemical sector, and the technology sector.

"Anybody that manufactures a tangible good, should use our product," says Nash. "Because we can take their historical data we can configure their bills of material and they can see the exact cost and exact revenue of those products by month over time."

CI is not a consulting firm, so they offer their clients an annual license, which allows them to receive updated forecasts every month to understand how markets will iterate over time.

"We're integrating with the client's enterprise data," says Nash. "Whether it's their ERP system or their procurement system or their CRM, we're integrating with client's enterprise data, and we're creating forecast outlooks that are perfectly contextually relevant for client buying decisions."

Called out by Capital Factory

As a business solution, CI has garnered widespread industry confidence and accolades, such as Capital Factory's coveted "Newcomer of the Year" award, which recognizes innovative companies from a pool of 110 startups in Texas.

"Honestly, I couldn't believe it because with a startup like ours, there's so much hard work that goes into it, there's so much time, there's so much persistence," says Nash.

"And the types of startups that Capital Factory attracts are very competitive startups, so for us to receive this award, it's given us a huge amount of credibility in the market and it's really encouraged the team inside the company to understand that what we're doing is being recognized, it's meaningful and we're really going places."

From consulting to billions of monthly calculations

Nash is no stranger to going places. Before setting up shop in his native Texas, he lived in Singapore for 15 years where he started his career in sourcing and procurement for American retail firms.

"I became very sensitive to costs, cost inflections and I got very involved in global sourcing and international trade and then I did a couple of corporate turnarounds and start ups and so with that you see costs as an issue with those types of firms," Nash says.

He then worked with the Economist running their global research business. There, he grew familiar with how clients and customers use data. At IHS Markit, a global information provider.

"When I was working with those firms, those firms helped companies with planning," says Nash. "The problem is that those firms have very large errors in their forecasts. It is not just the internal forecasts that have a 30 percent or higher error rate in their forecasts, even the industry forecasters typically have around a 20 percent error rates in their forecasts.

"Even the people who should actually know where prices are going are not very good forecasters. With Complete Intelligence, we wanted to use data and use artificial intelligence to machine learning to create a better way to identify where costs and revenues will go for companies."

Every month, CI runs billions of calculations. They test their error rates and record them for clients that request them. With 700 assets that they show publicly, CI their average error rate is 3.7 percent, which is dramatically lower than both corporate procurement professionals and industry experts.

"With us doing billions of calculations, it allows us to run simulations and scenarios that your average analyst just can't do and most companies haven't even thought of. We're able to run a comprehensive view of activities in the world to understand how things directly and indirectly affect a cost. In Houston, for example, that could be crude oil or natural gas or something like that."

Proving its value

Last year, the company tested its platform with a natural gas trader. After reviewing the data, CI revealed to the client that natural gas would fall by 40 percent over the next year.

"They looked at our forecast and said they couldn't work with us because it didn't make sense," says Nash. "A 40 percent fall didn't make sense, so they didn't subscribe to us. That was 2018. What has happened over the past 12 months? Natural gas prices had fallen by 49 percent. You would look at our forecasts and say, 'Wow, that's a dramatic drop over 12 months.' But reality was even more dramatic than that and there weren't analysts out there saying what our model was telling us."

That natural gas trading company never admitted its faux pas, but if they had listened to CI, they could have positioned themselves to negotiate their vendors down for their cost base, which helps the margin of their business.

"Nobody ever admits mistakes," says Nash. "But when you think about the numerous materials that require natural gas, especially things that are manufactured in Houston, it affects a lot of costs."

Houston roots — by way of Asia

The missed opportunity with the natural gas trader notwithstanding, Nash is happy that he brought Complete Intelligence to Houston.

"I went to Texas A&M and grew up in Texas, so I moved back to Texas knowing how good Americans are with planning, with math and with data. I like Houston because people make stuff in Houston," Nash says. "We just found Houston to be perfect after spending 15 years in Asia given the global centrality of Houston. The industry's here and there's a lot of diversity in Houston."

Nash's expectation was that he would be able to work with Western multinationals to improve their analytics and their artificial intelligence processes because he has learned that there is a lot of pressure in American financial markets and analysts communities to really know what is happening within companies.

"We want companies to be able to really tightly plan their costs so they can better improve their profitability," says Nash. "That's what I wanted to do when we moved to the U.S. and we're finding that there's a lot of interest from companies."

Ad Placement 300x100
Ad Placement 300x600

CultureMap Emails are Awesome

Innovative Houston research leads our top health tech news of 2025

year in review

Editor's note: As 2025 comes to a close, we're looking back at the stories that defined Houston innovation this year. The Bayou City continued to grow as a health tech hub, bringing in a multibillion-dollar pharmaceutical development, playing home based to startups developing innovative treatment options and attracting leading researchers and professionals to the city. Here are the 10 most-read Houston health tech stories of the year:

Houston Nobel Prize nominee earns latest award for public health research

Dr. Peter Hotez with Dr. Maria Elena Bottazzi. Photo courtesy of TMC

Houston vaccine scientist Dr. Peter Hotez is no stranger to impressive laurels. In 2022, he was nominated for a Nobel Peace Prize for his low-cost COVID vaccine.

His first big win of 2025 was this year’s Hill Prize, awarded by the Texas Academy of Medicine, Engineering, Science and Technology (TAMEST). Hotez and his team were selected to receive $500,000 from Lyda Hill Philanthropies to help fund The Texas Virosphere Project, which aims to create a predictive disease atlas relating to climate disasters. Rice University researchers are collaborating with Hotez and his team on a project that combines climate science and metagenomics to access 3,000 insect genomes. The goal is to aid health departments in controlling disease and informing policy. Continue reading.

U.S. News ranks Houston hospital No. 1 in Texas for 14th year in a row

Houston Methodist is once again the top hospital in Texas. Photo via Houston Methodist

U.S. News & World Report's 2025 rankings of the best hospitals in Texas prove that Houston is in good hands.

The esteemed Houston Methodist Hospital was rated the No. 1 best hospital in Texas for the 14th consecutive year, and the No. 1 hospital in the metro area. Eleven more Houston-area hospitals earned spots among the statewide top 35. Continue reading.

Eli Lilly to build $6.5B pharmaceutical factory at Generation Park

Eli Lilly is expected to bring a $6.5 billion manufacturing facility to Houston by 2030. Rendering courtesy Greater Houston Partnership.

Pharmaceutical giant Eli Lilly and Co. plans to build a $6.5 billion manufacturing plant at Houston’s Generation Park. More than 300 locations in the U.S. competed for the factory.

The Houston site will be the first major pharmaceutical manufacturing plant in Texas, according to the Greater Houston Partnership. Lilly said it plans to hire 615 full-time workers for the 236-acre plant, including engineers, scientists and lab technicians. The company will collaborate with local colleges and universities to help build its talent pipeline. Continue reading.

How a Houston company is fighting anxiety, insomnia & Alzheimer’s through waveforms

Nexalin develops non-invasive devices that help reset networks in the brain associated with symptoms of anxiety and insomnia. Photo via Getty Images.

Houston-based Nexalin Technology is taking a medicine-free approach to target brain neurologically associated with mental illness. The company's patented, FDA-cleared frequency-based waveform targets key centers of the midbrain. Delivered via a non-invasive device, the treatment gently stimulates the hypothalamus and midbrain, helping to “reset networks associated with symptoms” of anxiety and insomnia.

Nexalin’s proprietary neurostimulation device moved forward with a clinical trial that evaluated its treatment of anxiety disorders and chronic insomnia in Brazil this year and enrolled the first patients in its clinical trial at the University of California, San Diego. Continue reading.

Houston doctor aims to revolutionize hearing aid industry with tiny implant

Houston Methodist's Dr. Ron Moses has created NanoEar, which he calls “the world’s smallest hearing aid.” Photo via Getty Images.

“What is the future of hearing aids?” That’s the question that led to a potential revolution.

Dr. Ron Moses, an ENT specialist and surgeon at Houston Methodist, is the creator of NanoEar, which he calls “the world’s smallest hearing aid.” NanoEar is an implantable device that combines the invisibility of a micro-sized tympanostomy tube with more power—and a superior hearing experience—than the best behind-the-ear hearing aid. Continue reading.

Houston scores $120M in new cancer research and prevention grants

The Cancer Prevention and Research Institute of Texas doled out 73 more grants to health care systems and companies in the state in November. Carter Smith/Courtesy of MD Anderson

The Cancer Prevention and Research Institute of Texas granted more than $120 million to Houston organizations and companies as part of 73 new awards issued statewide this fall. The funds are part of nearly $154 million approved by the CPRIT's governing board, bringing the organization's total investment in cancer prevention and research to more than $4 billion since its inception. A portion of the funding will go toward recruiting leading cancer researchers to Houston. Continue reading.

Digital Health Institute's new exec director aims to lead innovation and commercialization efforts

Pothik Chatterjee was named executive director of Rice University's and Houston Methodist's Digital Health Institute, effective May 1. Photo courtesy Rice University.

The Digital Health Institute, a joint venture between Rice University and Houston Methodist, appointed Pothik Chatterjee to the role of executive director this summer. Chatterjee’s role is to help grow the collaboration between the institutions, but the Digital Health Institute already boasts more than 20 active projects, each of which pairs Rice faculty and Houston Methodist clinicians. Once the research is in place, it’s up to Chatterjee to find commercial opportunities within the research portfolio. Those include everything from hospital-grade medical imaging wearables to the creation of digital twins for patients to help better treat them. Continue reading.

Innovation Labs @ TMC set to launch for early-stage life science startups

Innovation Labs @ TMC will open next year at the TMC Innovation Factory. Photo courtesy JLABS.

The Texas Medical Center announced its plans to launch its new Innovation Labs @ TMC in January 2026 to better support life science startups working within the innovation hub. The 34,000-square-foot space, located in the TMC Innovation Factory at 2450 Holcombe Blvd., will feature labs and life science offices and will be managed by TMC. The expansion will allow TMC to "open its doors to a wider range of life science visionaries." Continue reading.

6 Houston health tech startups making major advancements right now

Tatiana Fofanova and Dr. Desh Mohan, founders of Koda Health. Photo courtesy Koda Health.

The Health Tech Business category in our 2025 Houston Innovation Awards honored innovative startups within the health and medical technology sectors. Six forward-thinking businesses were named finalists for the 2025 award, ranging from an end-of-life care company to others developing devices and systems for heart monitoring, sleep apnea, hearing loss and more. Continue reading or see who won here.

Houston students develop cost-effective glove to treat Parkinson's symptoms

Rice University students Emmie Casey and Tomi Kuye used smartphone motors to develop a vibrotactile glove. Photo by Gustavo Raskosky/ Courtesy Rice University.

Two Rice undergraduate engineering students have developed a non-invasive vibrotactile glove that aims to alleviate the symptoms of Parkinson’s disease through therapeutic vibrations. Emmie Casey and Tomi Kuye developed the project with support from the Oshman Engineering Design Kitchen (OEDK). The team based the design on research from the Peter Tass Lab at Stanford University, which explored how randomized vibratory stimuli delivered to the fingertips could help rewire misfiring neurons in the brain—a key component of Parkinson’s disease. Continue reading.

Houston hailed as one of America's 10 best cities for startups

Startup Report

Houston's favorable economic climate is enticing new opportunities for entrepreneurship and growth, and now the city is being hailed as the 7th-best U.S. city for starting a business.

The recognition comes in CommercialCafe's recent "Best Cities for Startups" report, published December 10. The study analyzed large U.S. cities across two population categories – cities with more than 1 million residents and cities with populations between 500,000 and 1 million residents. The report analyzed relevant metrics such as office or coworking costs, Kickstarter funding success, startup density, and survival rates, among others.

Across the biggest U.S. cities with over a million residents, Phoenix, Arizona landed on top as the No. 1 best place to start a new business.

The report's findings revealed 10.6 percent of all businesses in Houston are startups that have been active for less than a year. These new businesses have a survival rate of 64.5 percent, meaning just under two-thirds of all startups in the city will still be running up to five years after they were first established.

Over the last five years, the number of new businesses established in Houston has grown nearly 15 percent. CommercialCafe said new businesses in cities with high startup growth rates tend to "attract top talent" which can eventually lead to securing "vital funding for expansion."

Independent professionals – also known as freelancers – are another crucial resource for new businesses that may need "specialized services" for a fixed amount of time, the report said. Houston's freelance workforce has grown about 9 percent from 2019-2023, and the analysis found there were 97,295 freelancers working in Houston in 2023, compared to 89,528 in 2019.

"Generally, cities in the South and Southwest have experienced strong growth during the surveyed period, in contrast to California cities like Los Angeles and San Diego, where the share of freelancers and gig workers has either stagnated or slightly declined," the report said.

Houston boasts the second-cheapest office space rent nationally, the report found. The average asking price for a 1,000-square-foot workspace (for five employees) in the city added up to $27,124 annually. For startups that want greater flexibility for their workers, the annual cost for a coworking space for the same number of employees in Houston came out to $13,200, which is the fourth-most affordable rate in the U.S.

Other Texas cities with attractive economic environments for startups

Texas, as a whole, is one of the strongest states for starting a new business. Other than Houston, San Antonio (No. 2), Dallas (No. 3), and Fort Worth (No. 4) were also recognized among the top 10 best places to start a business in the category of U.S. cities with more than a million residents.

Austin topped a separate ranking of best cities to start a business with 500,000 to 1 million residents.

"Specifically, the Texas capital was the frontrunner for indicators that looked at the overall share of startups within the local economy, as well as growth rates in five years (2019 to 2023)," the report said. "On top of that, Austin also topped the rankings for its percentage of college-educated residents and its consulting firms, which provide vital support for burgeoning enterprises."

The top 10 best cities to start a new business are:

  • No. 1 – Phoenix, Arizona
  • No. 2 – San Antonio, Texas
  • No. 3 – Dallas, Texas
  • No. 4 – Fort Worth, Texas
  • No. 5 – Jacksonville, Florida
  • No. 6 – San Diego, California
  • No. 7 – Houston, Texas
  • No. 8 – Philadelphia, Pennsylvania
  • No. 9 – Chicago, Illinois
  • No. 10 – Los Angeles, California
---

This article originally appeared on CultureMap.com.

Top Houston space news of 2025 soars with NASA deals, lunar missions

Year in Review

Editor's note: As 2025 comes to a close, we're looking back at the stories that defined Houston innovation this year. The space tech sector soared with companies landing huge NASA contracts and furthering their lunar missions. Here are the 10 biggest Houston space tech stories of the year:

Houston native picked for 2025 class of NASA astronaut candidates

Houston native Anna Menon, posing below the first A in “NASA,” is one of 10 new NASA astronaut candidates. Photo courtesy NASA.

NASA has selected 10 new astronaut candidates, including one whose hometown is Houston, for its 2025 training class. The candidates will undergo nearly two years of training before they can assume flight assignments.

Intuitive Machines lands $9.8M to complete orbital transfer vehicle

Intuitive Machines expects to begin manufacturing and flight integration on its orbital transfer vehicle as soon as 2026. Photo courtesy Intuitive Machines.

Houston-based Intuitive Machines, which rang the NASDAQ opening bell July 31, secured a $9.8 million Phase Two government contract for its orbital transfer vehicle. The contract will push the project through its Critical Design Review phase, which is the final engineering milestone before manufacturing can begin.

Houston tech company tapped by NASA for near space initiative

Intuitive Machines is among four companies awarded contracts for NASA’s Near Space Network. Photo via intuitivemachines.com

In January, Intuitive Machines nailed down a NASA deal to expand the agency’s communications network for spacecraft. Additionally, NASA completed the first round of “human in the loop” testing for Intuitive Machines’ Moon RACER lunar terrain vehicle at the agency’s Johnson Space Center. RACER (Reusable Autonomous Crewed Exploration Rover) is one of three commercially developed unpressurized lunar terrain vehicles being considered for NASA’s Artemis lunar initiative.

Texas Space Commission doles out $5.8 million to Houston companies

Axiom Space and FluxWorks are the latest Houston-area companies to receive funding from the Texas Space Commission. Photo via Getty Images.

Two Houston-area companies landed more than $5.8 million in funding from the Texas Space Commission. The commission granted up to $5.5 million to Houston-based Axiom Space and up to $347,196 to Conroe-based FluxWorks in June 2025. The two-year-old commission previously awarded $95.3 million to 14 projects. A little over $34 million remains in the commission-managed Space Exploration and Aeronautics Research Fund.

Houston company awarded $2.5B NASA contract to support astronaut health and space missions

NASA has awarded KBR a five-year, $2.5 billion Human Health and Performance Contract. Photo courtesy NASA.

Houston-based technology and energy solution company KBR was awarded a $2.5 billion NASA contract to support astronaut health and reduce risks during spaceflight missions. Under the terms of the Human Health and Performance Contract 2, KBR will provide support services for several programs, including the Human Research Program, International Space Station Program, Commercial Crew Program, Artemis campaign and others. This will include ensuring crew health, safety, and performance; occupational health services and risk mitigation research for future flights.

Houston engineering firm lands $400M NASA contract

Bastion Technologies has been tapped to provide safety and mission services for NASA's Marshall Space Flight Center in Alabama. Photo via nasa.gov.

NASA granted Houston-based Bastion Technologies Inc. the Safety and Mission Assurance II (SMAS II) award with a maximum potential value of $400 million. The award stipulates that the engineering and technical services company provide safety and mission services for the agency’s Marshall Space Flight Center in Huntsville, Alabama.

Houston startups win NASA funding for space tech projects

Houston startups were recently named among the nearly 300 recipients that received a portion of $44.85 million from NASA to develop space technology. Photo via NASA/Ben Smegelsky

Three Houston startups were granted awards from NASA in July 2025 to develop new technologies for the space agency. The companies were among nearly 300 recipients that received a total agency investment of $44.85 million through the Small Business Innovation Research (SBIR) and Small Business Technology Transfer (STTR) Phase I grant programs.

Texas Republicans are pushing to move NASA headquarters to Houston

Here's why Texas Republicans think NASA's headquarters should move to Texas in 2028. File photo.

Two federal lawmakers from Texas spearheaded a campaign to relocate NASA’s headquarters from Washington, D.C., to the Johnson Space Center in Houston’s Clear Lake area. Houston faces competition on this front, though, as lawmakers from two other states are also vying for this NASA prize. With NASA’s headquarters lease in D.C. set to end in 2028, U.S. Sen. Ted Cruz, a Texas Republican, and U.S. Rep. Brian Babin, a Republican whose congressional district includes the Johnson Space Center, wrote a letter to President Trump touting the Houston area as a prime location for NASA’s headquarters.

Intuitive Machines to acquire NASA-certified deep space navigation company

Intuitive Machines will acquire Kinetx, which marks its entry into the precision navigation and flight dynamics segment of deep space operations. Photo via Getty Images.

In August 2025, Intuitive Machines agreed to buy Tempe, Arizona-based aerospace company KinetX for an undisclosed amount. The deal is expected to close by the end of this year. KinetX specializes in deep space navigation, systems engineering, ground software and constellation mission design. It’s the only company certified by NASA for deep space navigation. KinetX’s navigation software has supported both of Intuitive Machines’ lunar missions.

Axiom Space launches semiconductor and astronaut training initiatives

Axiom Space chief astronaut Michael López-Alegría (left) trains with Axiom’s new “Project Astronaut,” Emiliano Ventura. Photo courtesy of Axiom Space.

In fall 2025, Axiom Space, a Houston-based commercial spaceflight and space infrastructure company, launched initiatives in two very different spheres — semiconductors and astronaut training.