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

U.S. News declares Houston hospital No. 1 in Texas for the 15th year

Top of the Chart

Houston Methodist Hospital and over a dozen more Houston-area hospitals have earned bragging rights in U.S. News & World Report's newly released rankings of the Best Hospitals for 2026-2027.

Every year, U.S. News annually evaluates nearly 4,500 U.S. hospitals to determine which meet the publication's rigorous standards and offer the best care for patients across 14 adult specialties and 23 procedures and conditions. New to this year's batch of rankings, U.S. News introduced regional rankings in cancer; cardiology; heart and vascular surgery; orthopedics; and rehabilitation.

Houston Methodist Hospital was the only Texas institution named on U.S. News' Best Hospitals Honor Roll, a prestigious list of the 20 best medical centers in the country. Houston Methodist also reigns as Texas' best hospital for the 15th consecutive year.

The hospital also shines among the nation’s best in 10 specialties:

  • No. 5 – Gastroenterology and GI Surgery
  • No. 7 – Obstetrics and Gynecology
  • No. 10 – Cardiology, Heart, and Vascular Surgery
  • No. 11 – Pulmonology and Lung Surgery
  • No. 13 – Neurology and Neurosurgery
  • No. 19 – Cancer
  • No. 21 – Orthopedics
  • No. 23 – Diabetes and Endocrinology
  • No. 24 – Geriatrics
  • No. 43 – Urology
Houston Methodist also earned high performing distinctions across one regional specialty (Rehabilitation) and 21 procedures and conditions.

"This recognition reflects the remarkable dedication of our physicians and employees and their tireless focus on delivering unparalleled care to our patients," said Houston Methodist president and CEO Marc L. Boom, M.D. in a press release. "While we are honored by this recognition, its true significance lies in what it represents — an unwavering commitment to putting patients first."

Elsewhere in Houston, The University of Texas MD Anderson Cancer Center ranked as the No. 1 best cancer hospital in the nation for the 12th year in a row.

"This ranking is a tremendous honor, and it reflects our unwavering commitment to continue making progress in our mission to end cancer," said UT MD Anderson president Peter WT Pisters, M.D. "We are deeply grateful to everyone who made this recognition possible: our faculty and staff, volunteers, donors, and the patients and families we are honored to serve."

MD Anderson also earned national rankings in two specialties — Urology (No. 6) and Gastroenterology and GI Surgery (No. 16) — and it received high performing distinctions in six procedures and conditions: Colon Cancer Surgery; Ear, Nose, and Throat Surgery; Gynecological Cancer Surgery; Leukemia, Lymphoma, and Myeloma Treatment; Lung Cancer Surgery; and Prostate Cancer Surgery.

The additional Houston hospitals that ranked among the best in Texas for 2026-2027 are:

  • No. 3 – Houston Methodist Sugar Land Hospital (tied with Baylor University Medical Center Dallas)
  • No. 5 – Baylor St. Luke's Medical Center, Houston
  • No. 6 – Memorial Hermann Hospital, Houston
  • No. 7 – Houston Methodist The Woodlands Hospital
  • No. 10 – Memorial Hermann Greater Heights Hospital (tied with St. David's Medical Center, Austin)
  • No. 14 – Houston Methodist Baytown Hospital
  • No. 15 – Memorial Hermann Memorial City Medical Center, Houston
  • No. 21 – Houston Methodist Clear Lake Hospital, Nassau Bay; St. Luke's Health-The Woodlands Hospital; University of Texas Medical Branch, Galveston (also tied with six more Texas hospitals)
  • No. 30 – Memorial Hermann Sugar Land Hospital (tied with five other Texas hospitals)
  • No. 36 – HCA Houston Healthcare Kingwood (tied with Parkland Health-Dallas)
---

This article originally appeared on CultureMap.com.

Houston helps power Texas’ rise as AI infrastructure hub, new report finds

eyes on ai

Houston plays a major role in Texas’ rapidly evolving AI economy, a new report indicates.

The report from Build American AI, a pro-AI advocacy group, notes Houston’s growing AI presence includes:

  • A factory being built by AI chipmaker NVIDIA and electronics manufacturer Foxconn that will produce AI supercomputers and infrastructure systems
  • Houston Methodist’s use of ambient AI to listen to health care providers’ conversations with patients, eliminating the need for manual notetaking
  • An abundance of AI products and services for the energy sector

Across the state, billions of dollars in new AI investments are fueling advancements in construction, manufacturing, energy production, logistics, and health care, according to the report.

“Texas is not merely a place where AI products will be used. Texas is becoming one of the places where the AI economy is being assembled,” the report says.

Particularly noteworthy are four major AI-related projects around the state representing an investment of more than $140 billion, including Google’s $40 billion buildout of AI data centers.

“While California had a headstart in building the software era, Texas will build the infrastructure era,” says the report. “That is not a slogan. Economic research has revealed for decades that innovation happens where the local conditions make building and collaboration possible, and Texas is positioned to be a central hub.”

According to the report, components of Texas’ infrastructure era include:

  • Energy leadership
  • Top-tier hospitals
  • Semiconductor investments
  • Construction capabilities
  • Data center growth
  • Major companies and universities

On the workforce front, Stanford University’s 2026 AI Index found Texas had 80,547 AI job postings in 2025, accounting for 8 percent of the national total.

“Texas no longer needs to ask whether AI will reshape the economy. It already has,” the report concludes. “The question is whether Texas will merely host part of that future or lead it.”

Who are Houston's top innovators? Nominate now for 2026 Houston Innovation Awards

Calling All Innovators

Calling all Houston innovators: The 2026 Houston Innovation Awards, presented by InnovationMap, return this fall to celebrate the best and brightest in the Houston innovation ecosystem right now.

We're asking you to nominate Houston's top innovators and startups for this year's awards. Nominations are open now through August 27 and can be made on behalf of yourself, your organization, and other influential leaders in the local innovation scene.

The annual awards program recognizes the most innovative individuals and companies in Houston across 10 prestigious categories.

This year's awards will honor the following categories:

  • 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.

You have three weeks to submit nominees, so don't delay — nominate today at this link or fill out the form below. Qualified nominees will receive a formal application to complete, which will be reviewed by our esteemed panel of judges to determine the finalists and winners.

More announcements about the 2026 Houston Innovation Awards are coming soon, including an introduction to this year's panel of judges. Interested in sponsoring the 2026 Houston Innovation Awards? Please contact sales@innovationmap.com.