Nesh's digital assistant technology wants to make industry information more easily accessible for energy professionals. Photo courtesy of Thomas Miller/Breitling Energy

When Sidd Gupta's friend lost his job and struggled to find a new position after the major oil downturn in 2014, Gupta noticed a systemic problem within the industry.

"A company rejected him because he was unfamiliar with the software they used in their operations," Gupta explains. "In our industry, companies will judge a potential hire's technical capabilities based on which software they know how to use rather than how good they would be at the job."

While software requirements for oilfield jobs are common, it made Gupta consider how we can make complex data and knowledge more accessible.

Gupta saw something else brewing in the energy industry that also piqued his interest.

"There was entrepreneurship in the oil and gas space and an interest in data science during the oil downturn. We saw startups created in Austin then Houston. There was an infectious entrepreneurial energy at that time," he says.

Last year, he took the entrepreneurial leap, quit his job and founded Nesh, a smart assistant like Alexa or Siri, but specifically for oil and gas companies. Nesh sources information from public data, vendor sources, technical papers, journal articles, news feeds and more to give answers to complex, technical questions related to energy.

Nesh explained
Because this tool is meant for businesses and not personal use, the software must be trustworthy, Gupta says, and he asked himself what he needs to do to make an engineer or a CEO of an energy company believe Nesh's response.

The answer: transparency. With Nesh, users can see how the smart assistant came to its answer. The software shows the data and workflow behind the answer as part of the user interface.

And Nesh learns from its users too. If an unfamiliar question is posed to Nesh, users can add new training phrases to teach Nesh what to do next time the question is posed.

"We created Nesh as something super-simple to use," Gupta says. "There's no learning curve, no technical knowledge required, you just need to speak plain English."

Gupta, who was raised in India, came to the United States to pursue his master's degree in petroleum engineering at the University of Texas at Austin. After working in oil and gas for over a decade, he started Nesh last year with co-founder and CTO Seth Anderson.

Gearing up for the future
This year, Nesh is in the process of fundraising, and, with the new funds, he plans to expand his workforce, which is currently five employees (including Gupta himself) based in Houston. Due to its size, Nesh currently can run only one pilot program at a time. With more employees, Nesh will be able to scale up its pilot programs and run multiple pilots in parallel. The larger user pool for these pilots will give Gupta and his team better insights into Nesh and allow them to continue refining the tool.

Right now, Gupta wants to commercialize in those operations where Nesh is already running pilot programs. He says he hopes for Nesh to have both internal and external growth, with the next surge of hiring and an expanded user pool for the product.

He plans to make Nesh available as a commercial product in fall of this year with a target market of small to mid-sized oil and gas companies.

Gupta says Nesh is different from anything in the market.

"With enterprise software in general, it can be very hard to get a demo version of software without talking to a sales representative—something that people dislike," he says. "I want to bring the B2C aspect of trying a software to the B2B world."

The business model goal for Nesh is for potential clients to be able to test the software themselves, Gupta says, and then contact the company if they're interested.

"I want transparent pricing to be visible on our website," he says. "I want potential customers to be able to experience the demo just by giving their information."

As Gupta sees it, one of the main advantages to being in Houston is the important support networks as well as the potential customer base. He's grateful to local organizations such as Station Houston and Capital Factory for connecting him with many resources.

"I'm seeing a lot of innovation here in Houston," Gupta says. "There's a lot of oil and gas companies, so as we begin looking for potential customers, that's a very important advantage of being here."

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Houston claims 19% of Texas’ new live-work-play growth

by the numbers

In Texas, Houston is a big player in the live-work-play real estate movement.

A new 21-city analysis from coworking marketplace CoworkingCafe shows the Houston area added five live-work-play projects—mixed-use developments with residential, office and recreational components—over the past decade.

From 2016 to 2025, Houston accounted for 19 percent of Texas’ new live-work-play inventory, the analysis shows. Among the new local developments were Arrive Upper Kirby, St. Andrie, and The Laura:

  • Arrive Upper Kirby, which was sold in 2021 for $182 million, offers more than 61,000 square feet of retail and restaurant space adjacent to apartments and offices. The 13-story, 265,000-square-foot project was completed in 2017.
  • St. Andrie, a 32-acre, mixed-use community, was completed in 2019. The apartment-anchored development includes an H-E-B grocery store and 37,000 square feet of office space.
  • The Laura, spanning 110,000 square feet, was completed in 2023. Among the apartment complex’s amenities is a coworking space.

According to Northspyre, a software provider for real estate developers, live-work-play projects enable people to meet their needs, such as housing, workplaces, stores, restaurants, and recreation facilities, in a single place.

A total of 542 live-work-play developments opened between 2016 and 2025 in the 21 cities, with another 69 in the pipeline for 2026, CoworkingCafe says. Among major markets, New York City made up the largest share (119) of new live-work-play developments from 2016 to 2025.

The Houston area’s five projects were built in 2018, 2019, 2020, 2024, and 2025, CoworkingCafe data indicates, with another project scheduled for completion next year. The Greater Houston Partnership recently highlighted four mixed-use projects taking shape in the region, but only one of them is scheduled to be finished in 2027. It can take two to five years or more to complete a mixed-use development.

Of the five Houston developments finished in the past decade, 56 percent of the space went toward multifamily units, 29 percent toward offices, and 16 percent toward retail, CoworkingCafe says.

As noted by the Houston-Galveston Area Council, economic development in the 21st century “is about cultivating quality live-work-play environments that attract, retain, and grow a diverse and skilled population. Employers and businesses are increasingly choosing to make long-term investments in places that connect and engage people to strengthen economic competitiveness and promote innovation.”

With eight completed projects, Austin led construction of live-work-play developments in Texas from 2016 to 2025, according to CoworkingCafe. Dallas, which welcomed five live-work-play developments during that period, tied with Houston. San Antonio data wasn’t available.

Rice Business Plan Competition awards $1.4M to 2026 student teams

winner, winners

Editor's note: This article has been updated to correct the total amount of investment and cash prizes awarded at the RBPC and with additional information from Rice.

Another team from the Great Lakes State took home top honors and investments at this year's Rice Business Plan Competition.

BRCĒ, a material-tech startup from Michigan State University, took home the top-place finish and the largest investment total at the annual Houston event. It has developed Lattice-Grip technology to create utility-based polymers that can replace traditional fabric. The materials are stronger, fire-resistant and more stable than traditional textiles, according to the company. Last year, the University of Michigan's Intero Biosystems won first-place finish and the largest investment total of $902,000.

In total, the RBPC doled out more than $1.4 million in investment and cash prizes, according to Rice. Over the three-day event, held April 9-11, the 42 competing startups presented their business plans to 300 angel, venture capital and corporate investors. Seven finalists were selected.

Three Texas teams, including one from Houston, were named among the finalists. Here's who won big this year, with their investment totals and some of their awards listed below.

BRCĒ, Michigan State University — $611,500

The recent Shark Tank alum finished in first place for its utility-based polymers technology.

  • $200,000 Goose Capital Investment Grand Prize
  • $100,000 The OWL Investment Prize
  • $100,000 Houston Angel Network Investment Prize
  • $75,000 The Indus Entrepreneurs (TiE) Texas Angels Investment Prize
  • $50,000 nCourage Investment Network’s Courageous Women Entrepreneur Investment Prize
  • $25,000 New Climate Ventures Sustainable Investment Prize
  • $20,000 Aramco Innovator Cash Prize
  • $1,000 Anbarci Family Company Showcase Prize
  • $500 Mercury Fund Elevator Pitch Competition Prize – Consumer Hard Tech

Legion Platforms, Arizona State University — $535,500

The startup won second place for its multiplayer gaming platform that can be accessed with slow internet speeds.

  • $100,000 Anderson Family Fund & Finger Interests Second Place Investment Prize
  • $200,000 Goose Capital Investment Prize
  • $100,000 The OWL Investment Prize
  • $25,000 Pearland EDC Spirit of Entrepreneurship Cash Prize
  • $500 Mercury Fund Elevator Pitch Competition Prize – Consumer

Imagine Devices, University of Texas at Austin — $111,000

The pediatric medical device company won third place for its multifunction neonatal feeding tube, known as Trinity Tube

  • $50,000 Anderson Family Fund & Finger Interests Third Place Investment Prize
  • $25,000 Pearland EDC Spirit of Entrepreneurship Cash Prize
  • $25,000 The Eagle Investors Investment Prize
  • $1,000 Anbarci Family Company Showcase Prize

Altaris MedTech, University of Arkansas – $16,000

The startup won fourth place for its pain-free strep test.

  • $5,000 Norton Rose Fulbright Fourth Place Prize
  • $1,000 Mercury Fund Elevator Pitch Competition Prize — Overall Winner

Routora, University of Notre Dame & University of Texas at Austin – $15,500

The team won fifth place for its route optimization app that works to reduce fuel costs, travel time and carbon emissions

  • $5,000 Chevron Fifth Place Prize
  • $500 Mercury Fund Elevator Pitch Competition Prizes — Digital

DialySafe, Rice University — $15,500

The startup won sixth place for its technology that aims to make at-home peritoneal dialysis simpler and safer.

  • $5,000 ExxonMobil Sixth Place Prize
  • $500 Mercury Fund Elevator Pitch Competition Prizes — Life Science

Arrow Analytics, Texas A&M University – $16,000

The startup won seventh place for its AI-powered sizing system for carry-on baggage.

  • $5,000 Shell Ventures Seventh Place Prize
  • $1,000 Anbarci Family Company Showcase Prizes


Other significant prizes included:

BiliRoo, University of Michigan – $26,000

  • $25,000 Southwest National Pediatric Device Consortium Pediatric Device Cash Prize
  • $1,000 Anbarci Family Company Showcase Prizes

BeamFeed, City University of New York – $25,000

  • $25,000 Amentum and WRX Companies Rising Stars Space Technology and Commercial Aerospace Cash Prize

Grapheon, University of Pittsburgh — $20,000

  • $20,000 Aramco Innovator Cash Prize

A total of $75,000 in in-kind legal services was awarded to all finalists. The grand prize winner, BRCĒ, also received a chief financial officer consulting prize worth $40,000. Each competing startup received at least $950 in prizes for placement in the competition.

“The Rice Business Plan Competition has grown into far more than a competition—it’s a proving ground for founders and a catalyst for real company formation, as well as a catalyst for building the Houston entrepreneurial ecosystem,” Brad Burke, associate vice president of Rice Innovation and executive director of Rice Alliance, said in a news release. This year's event was Burke’s final RBPC after nearly 25 years of leadership.

Last year, the Rice Business Plan Competition facilitated over $2 million in investment and cash prizes. According to Rice, more than 910 startups have raised more than $6.9 billion in capital through the competition over the last 25 years.

See a full list of this year's winners and stream rounds from the competition here.

Here's the income it takes to live comfortably in Houston in 2026

Money Talk

2026 report analyzing how much it costs to live "in sustainable comfort" in the biggest U.S. cities has found Houston residents have the 11th lowest salary requirement to live a comfortable life in 2026.

SmartAsset's annual report found single adult residents in Houston need to make $89,981 a year to qualify as "financially stable." Compared to last year, single Houstonians needed to make $83 more to live comfortably in the city.

Families with two working parents and two children need to make a household income of $204,672 to have a financially stable life in Houston, the report found. That's almost $2,000 less than what families needed to make last year.

To determine the rankings, SmartAsset's analysts examined 100 of the largest U.S. cities and used the latest cost of living data – such as the costs for housing, food, transportation, and income taxes where applicable – from the MIT Living Wage Calculator for childless individuals and for two working adults with two children.

For the purpose of the study, the 50/30/20 budgeting strategy was used to determine "comfortable lifestyle" costs for both individuals and families: 50 percent of income to cover needs and living expenses, 30 percent for "wants," and 20 percent for savings or paying down debt.

Here's breakdown of a Houston resident's comfortable lifestyle based on SmartAsset's findings:

  • $44,991 dedicated to needs and living expenses
  • $26,994 dedicated to wants
  • $17,996 dedicated to savings or debt repayment

This is SmartAsset's interpretation of a comfortable lifestyle for families of four:

  • $102,336 dedicated to needs and living expenses
  • $61,402 dedicated to wants
  • $40,934 dedicated to savings or debt repayment
SmartAsset said single individuals and families should compare the fluctuating local cost of living and their long-term goals to fully "understand the context" of their respective household incomes. But it's worth pointing out that a financially stable life in Houston isn't quite attainable for many residents: The city had a median household income of $64,361 in 2024, according to the U.S. Census Bureau.

Comfortable salaries in other Texas cities

Elsewhere in Texas, the report found that families in the Dallas-Fort Worth suburbs Frisco and McKinney "are closest to a comfortable salary."

"In Frisco, the median household earns $145,444 – substantially higher than the national median of $83,730," the report's author wrote. "This figure also accounts for 63.1 percent of the $230,464 income a family of four in Frisco needs to live comfortably. In McKinney, TX, the $124,177 median household income accounts for 53.9 percent of the $230,464 needed."

Both cities also tied with Plano for the 29th highest salary needed nationally to live comfortably in 2026. Single adults living in these cities need to make $109,242 a year to live a financially stable life this year.


On the opposite end, San Antonio has the lowest salaries needed to live comfortably in the U.S. Single adults only need to make $83,242 a year, and $192,608 for families of four.