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

Rice biotech studio secures investment from Modi Ventures, adds founder to board

fresh funding

RBL LLC, which supports commercialization for ventures formed at the Rice University Biotech Launch Pad, has secured an investment from Houston-based Modi Ventures.

Additionally, RBL announced that it has named Sahir Ali, founder and general partner of Modi Ventures, to its board of directors.

Modi Ventures invests in biotech companies that are working to advance diagnostics, engineered therapeutics and AI-driven drug discovery. The firm has $134 million under management after closing an oversubscribed round this summer.

RBL launched in 2024 and is based out of Houston’s Texas Medical Center Helix Park. William McKeon, president and CEO of the TMC, previously called the launch of RBL a “critical step forward” for Houston’s life sciences ecosystem.

“RBL is dedicated to building companies focused on pioneering and intelligent bioelectronic therapeutics,” Ali said in a LinkedIn post. “This partnership strengthens the Houston biotech ecosystem and accelerates the transition of groundbreaking lab discoveries into impactful therapies.”

Ali will join board members like managing partner Paul Wotton, Rice bioengineering professor Omid Veiseh, scientist and partner at KdT Ventures Rima Chakrabarti, Rice alum John Jaggers, CEO of Arbor Biotechnologies Devyn Smith, and veteran executive in the life sciences sector James Watson.

Ali has led transformative work and built companies across AI, cloud computing and precision medicine. Ali also serves on the board of directors of the Drug Information Association, which helps to collaborate in drug, device and diagnostics developments.

“This investment by Modi Ventures will be instrumental to RBL’s growth as it reinforces confidence in our venture creation model and accelerates our ability to develop successful biotech startups,” Wotton said in the announcement. "Sahir’s addition to the board will also amplify this collaboration with Modi. His strategic counsel and deep understanding of field-defining technologies will be invaluable as we continue to grow and deliver on our mission.”

New peer-to-peer grocery app launches in Katy with plans to expand

local goods

If computer scientist and mobile applications developer Arfhan Ahmad has his way, his burgeoning Houston-based startup, QuickPantri, will be directly responsible for adding to the definition of what it truly means to be neighborly.

“Fast delivery from next door” — that’s the tagline for Ahmad’s hyperlocal grocery platform, which focuses on solving last-mile access, neighborhood commerce and food affordability.

“I’m passionate about combining technology with real-world problems, especially those that impact working families and underserved communities,” Ahmad says. “I moved to Houston two years ago, and here I realized that grocery stores are far from the neighborhoods.”

Ahmad envisions QuickPantri will help people who need grocery items urgently, sparing them a trip to the store or costly delivery fees by letting them source items directly from their neighbors’ cupboards.

With his new peer-to-peer app, members — especially those tethered to their residence due to disability or immobility or those unable to make grocery runs with children in tow — can simply log on to QuickPantri and purchase grocery items from their own neighbors.

“My initial thought was, 'What if we have an app that allows people to open a grocery store at their own home and sell any essential items to other neighbors?'” Ahmad says. “So, after having this idea in my mind, I asked my neighbors, 'If I sell groceries from my home, would you buy them from me?' And most of them gave me positive responses. After doing some surveys online on the Nextdoor app and Facebook, I started building this app.”

And like a good neighbor, Ahmad launched QuickPantri in his own neighborhood in Katy.

He then looked at scaling, first by securing approvals from Harris County to sell pre-packaged grocery items from his home. The response exceeded his own expectations. In the last two months, Ahmad estimates that he has delivered to 250 homes in the Katy area. Ahmad has seen that most customers use the app in search of late-night snacks and drinks.

“Ninety-five percent of those orders were delivered in 15 to 30 minutes … Our plan is to expand in other high-risk communities and other cities,” Ahmad says.

To date, Ahmad has obtained approvals from Arizona, Utah and Nevada.

He’s in the process of launching version two. Starting September 1, other sellers will be able to join the app and apply to sell goods to their neighbors. Ahmad says he currently has 50 sellers on the waitlist.

Each seller is allotted a potential selling radius of 10 minutes to ensure swift delivery. Also, sellers are required to deliver the goods via bicycle or on foot, making QuickPantri a pollution-free delivery option.

Currently, the app only sells pre-packaged items and sellers are required to show the expiration date in photos. The app utilizes AI to check pricing for goods in the area, and Ahmad says the app typically lists prices lower than what AI predicts.

Outside of geographic reach and number of buyers and sellers, Ahmad also hopes to expand the list of items that can be sold on the app to include clothes, electronics and cleaning supplies.

“We want our seller to be the ultimate source,” Ahmad says.

2 Houston universities excel on 2026 list of best U.S. colleges

Best in Class

Two top-tier Houston universities have been inducted into a new "hall of fame" list of the best colleges in the U.S. for 2026.

Rice University and the University of Houston were both praised in The Princeton Review's "The Best 391 Colleges: 2026 Edition."

Released August 12, the comprehensive guide annually ranks the best universities across 50 categories based on a survey of 170,000 current college students. Survey questions cover topics such as a school's academics and administration, student quality of life, politics, campus life, city life, extracurricular opportunities, and social environment.

The Princeton Review did not numerically rank the schools overall, but it does report the top 25 schools (out of the total 391) for each of the 50 different categories. The report also clarifies that while schools did not pay to be included in the guide, they could pay for a "featured" designation. Neither Houston university paid to be featured on the list.

Rice University, Houston's most prestigious private institution, appeared in the overall 391 best colleges list, and it also appeared in the regional "Best Southwest" list, the "Best Value Colleges" list, and the "Colleges That Create Futures" list. Rice's overall quality and its academic integrity are what students say are its greatest strengths. Students are additionally encouraged to think creatively — and even unconventionally — about how to approach course assignments.

"There's also an outside-the-box thinking when it comes to assessments, like 'the option to make a 30 minute scientific podcast instead of taking the final,' explains one sophomore," the school's profile says. "This isn't unusual for first-years either; one notes that 'instead of doing a bunch of writing and essays, I was tasked with creating...a TED Talk, which really lit a creative flame in me.'"

Rice students can brag about attending a school with the seventh best college newspaper and the 10th best college dorms and quality of life out of all colleges nationwide. The university's financial aid is also the ninth best in the country.

Here's how Rice fared in other Princeton Review rankings:

  • No. 14 – Top 50 Best Value Private Colleges
  • No. 14 – Lots of Race/Class Interaction
  • No. 17 – Best College Radio Station
  • No. 18 – Top 20 Best Value Private Colleges without Financial Aid
  • No. 19 – Best Science Lab Facilities
  • No. 23 – Best-Run Colleges
  • No. 25 – Students Study the Most

Rice has recently earned praise in a separate 2026 ranking of the best universities in the world, and its MBA program scored highly in The Princeton Review's 2025 best business schools list.

University of Houston also appeared in The Princeton Review's "Best Value Colleges," "Best Southwest," "Green Colleges," and "Colleges That Create Futures" lists. Students at this university also benefit from having the No. 1 undergraduate entrepreneurship program in the nation.

"Whether you're in or out-of-state, students consider their school to be 'not very expensive for the quality of education you're getting,' and the constant improvements help 'you feel like your degree is appreciating in value over time along with the school itself," the university's profile says.

Here's how University of Houston performed in other rankings:

  • No. 20 – Students Love Their School Teams
  • No. 21 – Scotch and Soda, Hold the Scotch (this list measured schools based on "the use of hard liquor" as reported by student surveys)
  • No. 22 – Cancel the Keg (this list measured "how widely beer is used" at schools based on student survey results)
  • No. 22 – Pot's Not Hot (this list ranked colleges with the "least marijuana usage based on ratings from real students about the popularity of marijuana on campus")
  • No. 25 – Most Politically Moderate Students
  • No. 42 – Top 50 Best Value Public Colleges
Unfortunately, UH ranked No. 11 in The Princeton Review's ranking of schools where financial aid is "not so great." However, there is plenty else to appreciate about this high performing university.

Other Texas universities included in The Princeton Review are:

  • University of Texas at Austin
  • Southwestern University in Georgetown
  • Texas State University in San Marcos
  • Trinity University in San Antonio
  • Texas A&M University in College Station
  • Angelo State University in San Angelo
  • Baylor University in Waco
  • Texas Christian University in Fort Worth
  • Southern Methodist University in Dallas
  • The University of Texas at Dallas in Richardson
  • University of Dallas in Irving
  • Austin College in Sherman
---

This article originally appeared on CultureMap.com.