Texas continues to embrace the volatile and controversial digital currency. Photo via David McBee/Pexels

Texas has launched its new cryptocurrency reserve with a $5 million purchase of Bitcoin as the state continues to embrace the volatile and controversial digital currency.

The Texas Comptroller’s Office confirmed the purchase was made last month as a “placeholder investment” while the office works to contract with a cryptocurrency bank to manage its portfolio.

The purchase is one of the first of its kind by a state government, made during a year where the price of Bitcoin has exploded amid the embrace of the digital currency by President Donald Trump’s administration and the rapid expansion of crypto mines in Texas.

“The Texas Legislature passed a bold mandate to create the nation’s first Strategic Bitcoin Reserve,” acting Comptroller Kelly Hancock wrote in a statement. “Our goal for implementation is simple: build a secure reserve that strengthens the state’s balance sheet. Texas is leading the way once again, and we’re proud to do it.”

The purchase represents half of the $10 million the Legislature appropriated for the strategic reserve during this year’s legislative session, but just a sliver of the state’s $338 billion budget.

However, the purchase is still significant, making Texas the first state to fund a strategic cryptocurrency reserve. Arizona and New Hampshire have also passed laws to create similar strategic funds but have not yet purchased cryptocurrency.

Wisconsin and Michigan made pension fund investments in cryptocurrency last year.

The Comptroller’s office purchased the Bitcoin the morning of Nov. 20 when the price of a single bitcoin was $91,336, according to the Comptroller’s office. As of Friday afternoon, Bitcoin was worth slightly less than the price Texas paid, trading for $89,406.

University of Houston energy economist Ed Hirs questioned the state’s investment, pointing to Bitcoin’s volatility. That makes it a bad investment of taxpayer dollars when compared to more common investments in the stock and bond markets, he said.

“The ordinary mix [in investing] is one that goes away from volatility,” Hirs said. “The goal is to not lose to the market. Once the public decides this really has no intrinsic value, then it will be over, and taxpayers will be left holding the bag.”

The price of Bitcoin is down significantly from an all-time high of $126,080 in early October.

Lee Bratcher, president of the Texas Blockchain Council, argued the state is making a good investment because the price of Bitcoin has trended upward ever since it first launched in early 2009.

“It’s only a 16-year-old asset, so the volatility, both in the up and down direction, will smooth out over time,” Bratcher said. “We still want it to retain some of those volatility characteristics because that’s how we could see those upward moves that will benefit the state’s finances in the future.”

Bratcher said the timing of the state’s investment was shrewd because he believes it is unlikely to be valued this low again.

The investment comes at a time that the crypto industry has found a home in Texas.

Rural counties have become magnets for crypto mines ever since China banned crypto mining in 2021 and Gov. Greg Abbott declared “Texas is open for crypto business” in a post on social media.

The state is home to at least 27 Bitcoin facilities, according to the Texas Blockchain Council, making it the world’s top crypto mining spot. The two largest crypto mining facilities in the world call Texas home.

The industry has also come under criticism as it expands.

Critics point to the industry’s significant energy usage, with crypto mines in the state consuming 2,717 megawatts of power in 2023, according to the comptroller’s office. That is enough electricity to power roughly 680,000 homes.

Crypto mines use large amounts of electricity to run computers that run constantly to produce cryptocurrencies, which are decentralized digital currencies used as alternatives to government-backed traditional currencies.

A 2023 study by energy research and consulting firm Wood Mackenzie commissioned by The New York Times found that Texans’ electric bills had risen nearly 5%, or $1.8 billion per year, due to the increase in demand on the state power grid created by crypto mines.

Residents living near crypto mines have also complained that the amount of job creation promised by the facilities has not materialized and the noise of their operation is a nuisance.

“Texas should be reinvesting Texan’s tax money in things that truly bolster the economy long term, living wage, access to quality healthcare, world class public schools,” said state Sen. Molly Cook, D-Houston, who voted against the creation of the strategic fund. “Instead it feels like they’re almost gambling our money on something that is known to be really volatile and has not shown to be a tide that raises all boats.”

State Sen. Charles Schwertner, R-Georgetown, who authored the bill that created the fund, said at the time it passed that it will allow Texas to “lead and compete in the digital economy.”

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This story was originally published by The Texas Tribune and distributed through a partnership with The Associated Press.

A Houston company has raised additional funding as it grows its encrypted lodging booking platform. Photo via Gustavo Fring/Pexels

Houston-based travel tech startup raises nearly $1M to continue expansion

token-based travel

A travel booking technology company that's looking to alleviate some of the stresses of finding and making hotel reservations has raised additional seed funding.

Houston-based Pinktada has raised additional funding to the tune of $975,000. Ireland-based Selenean Capital contributed to the seed funding round, joining the company's previous investor True Global Ventures 4 Plus, which has invested $2 million to date. According to Crunchbase data, the latest investment brings the company's total to $3.9 million.

“Selenean Capital’s approach to partnership is identifying real world future needs and then working relentlessly to achieve those goals," says Davin Browne, Selenean’s CEO, in a news release. "Pinktada encapsulates this perfectly with a transformational approach to the hotel booking model built around a brilliant team. We look forward to the partnership and journey with them."

Founded in 2020, Pinktada launched its booking platform earlier this year. The technology — backed by NFT encryption — allows users to sell or trade existing lodging reservations. As many hotels and third-party booking sites offer cheaper non-refundable booking options, Pinktada gives travelers a secure alternative if their plans change. The company's hotel partners can benefit from the transactions, too, per the company's statement.

“We are thrilled with the market validation we are receiving,” says Mark J. Gordon, chief hospitality officer, in the release. “We launched in May with properties in Hawaii and the Dominican Republic, have since added exquisite hotels in Mexico, New York, Miami and San Francisco, and have another 18 in the process of being on-boarded. More important though is the caliber of our partners, which are leading hotel industry names.”

According to the company, membership grew 20 percent in August and 40 percent in September as the platform added new hotel partners.

“We could not be more excited about our prospects," says Lyon Hardgrave, Pinktada’s CEO, in the release. “This investment reflects the significant progress we have made this year. It will allow us to accelerate the onboarding of new hotels, dial up marketing efforts, and continue to evolve our technology to embrace other large opportunities.”

Houston Texans fans can now make purchases with cryptocurrency, thanks to Houston-based BitWallet. Image via houstontexans.com

Houston Texans taps local startup to be exclusive cryptocurrency platform

ready player crypto

The Houston Texans are making a major pass into the crypto space.

A new partnership has made it the first team in the NFL to allow the sale of its suites through digital currency.

In an agreement announced this week, the Houston Texans have partnered with Houston-based cryptocurrency company, BitWallet, to become the official digital currency wallet of the organization. The partnership goes into effect immediately.

Through this partnership, fans now can use cryptocurrency to purchase single game suites, using BitWallet as the means to convert the cryptocurrency into U.S. dollars.

"We are proud to partner with BitWallet to offer an exciting option for our fans who are looking to enjoy Texans gameday in one of our suites," says Houston Texans President Greg Grissom. "BitWallet is a perfect collaborator as we continue our efforts to move our organization forward in new and innovative ways."

BitWallet was founded by CEO John Perrone in 2017 and has raised $2.1 million in seed over one round, according to CrunchBase.

"Digital currency has become a primary means of payment and by partnering with BitWallet, the Texans are leading the way in the NFL," Perrone says. "I am honored that BitWallet is the first to offer Texans fans this service."

Detractors are suspicious of the anonymity that comes with blockchain technology. Supporters say it's exactly the point. Photo via David McBee/Pexels

Houston expert weighs in on the trustworthiness of cryptocurrency

houston voices

Interest in cryptocurrencies reignited during the pandemic, driven in part by trillions of dollars in stimulus money that left many investors with “free money” to put to work. And while bitcoin recently tumbled nearly 55 percent from its peak, it remains the most valuable crypto asset in the world, with a market capitalization of around $589 billion. Its investors argue that it’s still a safer bet than stocks during this period of economic upheaval.

A renewed interest in cryptocurrencies — digital currencies that rely on blockchain technology, in which transactions are verified and records maintained by a decentralized system that uses cryptography — is widespread. Large corporations like Tesla, Mass Mutual and KPMG Canada have announced plans to hold cryptocurrency assets in treasury or accept them as payment. Meanwhile, major financial institutions are offering customers more digital asset investment options. Twelve years after bitcoin’s birth, mainstream investors are honing in on the currency, too.

In the midst of this market fascination, a fundamental question still remains. What exactly is cryptocurrency, and why should we care? And what about other industry buzzwords, like blockchain, decentralized exchanges or non-fungible tokens (NFTs)? Are they all just fads that will fade away?

Some have called cryptocurrency a Ponzi scheme, a tool for illicit activities, or a short-term fascination that will be irrelevant in a few years. It’s an understandable mindset, since there’s no intrinsic value in cryptocurrencies — not unlike the U.S. dollar after it stopped being backed by gold in the 1970s. But it’s also a shortsighted one. Blockchain technology, which allows users to exchange information on a secure digital ledger, is extremely useful because it automates contractual arrangements through computer programming.

I’m a firm believer that cryptocurrencies and the blockchain technology that underpins them are here to stay, and understanding how this technology has transformed our environment, and how it will continue to evolve, is critical to succeeding in business.

First steps

Bitcoin took the first major steps towards a truly electronic cash system in 2008, in the midst of one of the worst financial collapses of all time. Governments worldwide were bailing out financial institutions that had been deemed “too big to fail.” Perceptions of economic inequality spurred movements such as Occupy Wall Street, which was fueled by a distrust in banks.

Bitcoin, on the other hand, wasn’t created by a trusted source — in fact, no one knows exactly who invented it. In a 2008 white paper, “Bitcoin: A Peer-to-Peer Electronic Cash System,” Satoshi Nakamoto — the pseudonymous individual presumed to have developed bitcoin — described the currency as a way to securely facilitate financial transactions between parties without having to involve a central intermediary. No longer would people have to put their trust in the large financial institutions that failed them during the financial crisis.

Detractors find the lack of a central authority with blockchain worrisome, but proponents say it’s exactly the point: You no longer have to trust the person or institution you’re dealing with. You only have to trust the algorithms that run the program — and presumably an algorithm will never run off with your money.

Instead, blockchain enables a cooperative of members to run the shared network ledger required to keep track of a currency’s credits and debits. No one can shut down the system so long as a group of computers anywhere in the world is able to connect to the internet and run bitcoin’s software.

Because of bitcoin, today we can uniquely own digital assets and transfer them with the certainty that people can’t spend the same cryptocurrency twice. The transactions that bitcoin-like applications make possible are registered in permanent and immutable digital records for all to see in a common ledger.

By enabling fast and easily verifiable transactions, blockchain technology is also streamlining business operations in banking, supply chains, sustainability, healthcare and even voting. Development in these sectors and others is continuing at an intense pace. Annual global funding of blockchain projects now runs in the billions of dollars. From 2020 to 2021 alone, it jumped from several billion to nearly $30 billion.

Second generation

Since bitcoin’s arrival, we’ve seen a second, more sophisticated generation of cryptocurrencies evolve, with Ethereum as their flagship. Ethereum has its own programming language, enabling users to write and automate self-executing smart contracts, allowing for the creation of tokens for a specific use. For example, imagine that when Uber was founded, it had created an Uber token, and only people who owned Uber tokens could use the rideshare service. Tokens currently power thousands of decentralized applications that give people more privacy and control in a variety of areas, such as internet browsing, financial services, gaming and data storage, among others.

Some critiques of cryptocurrency remain. One growing concern is that cryptocurrencies require a significant amount of energy to run their networks, leading to higher transaction costs, energy waste and limited scalability. Newer cryptocurrencies are attempting to find ways to verify transactions that require less energy.

Some people also worry about ongoing volatility in cryptocurrency markets. A third generation of cryptocurrencies has emerged to address this concern: so-called “stablecoins,” which are pegged to a government-issued currency, a commodity, assets, or basket of assets. For some, stablecoins are serving as an onramp into the world of crypto from the world of traditional finance.

Before a new technology becomes part of everyday life, we often see a long period of development, improvement and consumer adoption. Cryptocurrency and blockchain markets are still in this early development stage, but they’re also moving quickly into the mainstream. The total market capitalization of cryptocurrencies late last year briefly reached the $3 trillion mark, or roughly 15 percent of the U.S. GDP, and there’s been more than $100 billion locked into decentralized finance applications.

Large companies like IBM, Amazon and Bank of America are leading the way by tapping into blockchain technology in their daily business activities. It won’t be long until this market, previously characterized by speculation and wild volatility, will be transformed into a stable infrastructure framework. But companies need to get up to speed on the industry now. Those that commit to doing so will be the ones that thrive.


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This article originally ran on Rice Business Wisdom and was written by Manolo Sánchez, an adjunct professor of operations management at the Jones Graduate School of Business at Rice University.

Could RadioShack make a come back? Photo via Getty Images

Former Texas electronics giant RadioShack reboots as cryptocurrency company

shacking up?

Although the RadioShack electronics retail chain essentially crumbled following bankruptcy filings in 2015 and 2017, the name has survived for 100 years. In a bid to make RadioShack relevant for another 100 years, the brand’s new owner is making a play for one of the hottest, and most controversial, emerging business sectors in the world — cryptocurrency.

Seeking to capitalize on RadioShack’s global brand name, Miami-based owner Retail Ecommerce Ventures is propelling RadioShack (once based in Fort Worth) into the promising yet murky territory of cryptocurrency. Cryptocurrency is digital currency built on a technology platform known as blockchain; bitcoin is perhaps the best-known type of cryptocurrency. In November, the size of the global cryptocurrency market surpassed $3 trillion.

“The need for a bridge between the CEOs who control the world’s corporations and the new world of cryptocurrencies will most likely come in the form of a well-known, century-old brand. RadioShack is perfect,” RadioShack proclaims on its website.

High-profile investors like Elon Musk have enthusiastically hopped on the cryptocurrency bandwagon. Yet other big-name investors, such as Warren Buffett, cast doubt on the viability of the scam-prone, highly volatile cryptocurrency market.

The owner of RadioShack clearly shares space on the Musk bandwagon. On its website, RadioShack — whose name still appears on hundreds of stores operated by independent dealers — recently revealed plans for a cryptocurrency platform called RadioShack DeFi (short for decentralized finance). The company touts RadioShack DeFi’s ability to profit from a 100-year-old brand name that’s recognized in more than 190 countries and once encompassed more than 8,000 stores.

The concept calls for people to freely swap existing cryptocurrency tokens for newly created RADIO cryptocurrency tokens through the RadioShack DeFi platform.

“It is our hypothesis that the best way for crypto to be more mainstream is for an established brand name in the tech space to lead the way. … Despite its pullback in the last 10 years, the brand is resolutely embedded in the global consciousness — ripe to be pivoted to lead the way for blockchain tech to mainstream adoption by other large brands,” RadioShack declares.

Retail Ecommerce Ventures bought RadioShack’s brand assets in 2020. The business also owns the ecommerce business of Pier 1, formerly based in Fort Worth, along with obsolete retail brands such as Dressbarn, Linens ’n Things, and Stein Mart.

Interestingly, RadioShack’s cryptocurrency setup would run on a system called Atlas USV that’s owned by entrepreneurs Tai Lopez and Alex Mehr — the same guys who own Retail Ecommerce Ventures and, thus, RadioShack.

“Lopez and Mehr are clearly staking the success of the entire operation on the strength of the RadioShack brand with consumers,” PCMag.com observes.

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This article originally ran on CultureMap.

Spencer Randall, principal and co-founder of CryptoEQ, joins the Houston Innovators Podcast to discuss how his company has grown alongside the cryptocurrency industry. Photo courtesy of CryptoEQ

Houston startup shines bright as cryptocurrency's 'North Star'

Houston innovator's podcast episode 89

When Spencer Randall and his co-founders dreamt up the idea for CryptoEQ in 2018, they couldn't have even imagined how huge of a presence cryptocurrency would have in the world.

Within the past year, publicly traded companies holding Bitcoin on their balance sheet, El Salvador has announced its adopting Bitcoin as legal tender, dozens of other "altcoins" have emerged, and, as of earlier this month, thousands attended the biggest crypto event in the world.

Helping its users navigate it all is Houston-based CryptoEQ, which has, over the past 18 months, seen 10x growth in users and revenue — recently reaching the 30,000 user milestone.

"CryptoEQ is really built to be the North Star for digital asset research and information. We provide market insights for both newcomers and folks that are already well-versed in cryptocurrency and digital assets," Randall says on this week's of the Houston Innovators Podcast. "The idea of the company is to help shepherd folks along and guide them on their crypto journey."

The platform, which offers both free and paid membership, has expanded to be able to offer something for everyone, despite their cryptocurrency proficiency. In fact, recently the company entered into a partnership with The Cannon, an entrepreneurial hub with locations across Houston, to provide a one-of-a-kind crypto starter pack to help onboard innovators to the cryptosphere worldwide. The new offering launches this week.

"We have a lot of roots at the Cannon — we actually started building CryptoEQ at the original location of the Cannon. So, it's really cool to come full circle and buildout a crypto starter pack with the Cannon team," Randall says.

He shares more about the state of cryptocurrency and how he's seen his company grow on the episode. Listen to the full interview below — or wherever you stream your podcasts — and subscribe for weekly episodes.


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Intuitive Machines lands $180M NASA contract for lunar delivery mission

to the moon

NASA has awarded Intuitive Machines a $180.4 million Commercial Lunar Payload Services (CLPS) award to deliver science and technology to the moon.

This is the fifth CLPS award the Houston spacetech company has received from NASA, according to a release. It will be the first mission to utilize Intuitive Machines' larger cargo lunar lander, Nova-D.

Known as IM-5, the mission is expected to deliver seven payloads to Mons Malapert, a ridge near the Lunar South Pole, which is a "compelling location for future communications, navigation, and surface infrastructure," according to the release.

“We believe our space infrastructure provides the scalability and flexibility needed to support an increased cadence of new Artemis missions and advance national objectives. This CLPS award accelerates our expansion efforts as we build, connect, and operate the systems powering that infrastructure,” Steve Altemus, CEO of Intuitive Machines, said in the release. “We look forward to working closely with NASA to deliver mission success on IM-5 and to provide sustained operations and persistent connectivity in the cislunar environment and across the solar system.”

The delivery will include the Australian Space Agency’s lunar rover, known as Roo-ver, and another lunar rover from Honeybee Robotics, a part of Jeff Bezos' Blue Origin. Intuitive Machines will also deliver chemical analysis instruments, radiation detectors and other technologies, as well as a capsule named Sanctuary that shows examples of human achievements.

Intuitive Machines previously completed its IM-1 and IM-2 missions, which put the first commercial lunar lander on the moon and achieved the southernmost lunar landing, respectively.

Its IM-3 mission is expected to deliver international payloads to the moon's Reiner Gamma this year. It’s IM-4 mission, funded by a $116.9 million CLPS award, is expected to deliver six science and technology payloads to the Moon’s South Pole in 2027.

The company also announced a $175 million equity investment to fuel growth earlier this month.

TotalEnergies exits U.S. offshore wind sector in $1B federal deal

Energy News

TotalEnergies, a French company whose U.S. headquarters is in Houston, has agreed to redirect nearly $930 million in capital from two offshore wind leases on the East Coast to oil, natural gas and liquefied natural gas (LNG) production.

In its agreement with the U.S. Department of the Interior, TotalEnergies has also promised not to develop new offshore wind projects in the U.S. “in light of national security concerns,” according to a department press release.

Federal agency hails ‘landmark agreement’

The Department of the Interior called the deal a “landmark agreement” that will steer capital “from expensive, unreliable offshore wind leases toward affordable, reliable natural gas projects that will provide secure energy for hardworking Americans.”

Renewable energy advocates object to what they believe is the Trump administration’s mischaracterization of offshore wind projects.

Under the Department of the Interior agreement, the federal government will reimburse TotalEnergies on a dollar-for-dollar basis for the leases, up to the amount that the energy company paid.

“Offshore wind is one of the most expensive, unreliable, environmentally disruptive, and subsidy-dependent schemes ever forced on American ratepayers and taxpayers,” Interior Secretary Doug Burgum said in the announcement. “We welcome TotalEnergies’ commitment to developing projects that produce dependable, affordable power to lower Americans' monthly bills while providing secure U.S. baseload power today — and in the future.”

TotalEnergies cites U.S. policy in move away from U.S. wind power

In the news release, Patrick Pouyanné, chairman and CEO of TotalEnergies, says the company was “pleased” to sign the agreement to support the Trump administration’s energy policy.

“Considering that the development of offshore wind projects is not in the country’s interest, we have decided to renounce offshore wind development in the United States, in exchange for the reimbursement of the lease fees,” Pouyanné says.

TotalEnergies redirects capital to LNG, oil, and natural gas

TotalEnergies will use the $928 million it spent on the offshore wind leases for development of a joint venture LNG plant in the Rio Grande Valley, as well as for production of upstream oil in the Gulf of Mexico and for production of shale gas.

“These investments will contribute to supplying Europe with much-needed LNG from the U.S. and provide gas for U.S. data center development. We believe this is a more efficient use of capital in the United States,” Pouyanné says.

TotalEnergies paid $133.3 million for an offshore wind lease at the Carolina Long Bay project off the coast of North Carolina and $795 million in 2022 for a lease covering a 1,545-megawatt commercial offshore wind facility off the coast of New Jersey.

“TotalEnergies’ studies on these leases have shown that offshore wind developments in the United States, unlike those in Europe, are costly and might have a negative impact on power affordability for U.S. consumers,” TotalEnergies said in a company-issued press release. “Since other technologies are available to meet the growing demand for electricity in the United States in a more affordable way, TotalEnergies considers there is no need to allocate capital to this technology in the U.S.”

Since 2022, TotalEnergies has invested nearly $12 billion to promote the development of oil, LNG, and electricity in the U.S. In 2025, TotalEnergies was the No. 1 exporter of LNG from the U.S.

Industry groups push back on offshore wind pullback

The American Clean Energy Association has pushed back on the Trump administration’s characterization of offshore wind projects.

“The offshore wind industry creates thousands of high-quality, good-paying jobs, and is revitalizing American manufacturing supply chains and U.S. shipyards,” Jason Grumet, the association’s CEO, said in December after the Trump administration paused all leases for large-scale offshore wind projects under construction in the U.S. “It is a critical component of our energy security and provides stable, domestic power that helps meet demand and keep costs low.”

Grumet added that President Trump’s “relentless attacks on offshore wind undermine his own economic agenda and needlessly harm American workers and consumers.” He called for passage of federal legislation that would prevent the White House “from picking winners and losers” in the energy sector and “placing political ideology” above Americans’ best interests.

The National Resources Defense Council offered a similar response to the offshore wind leases being paused.

“In its ongoing effort to prop up waning fossil fuels interests, the administration is taking wilder and wilder swings at the clean energy projects this economy needs,” said Pasha Feinberg, the council’s offshore wind strategist. “Investments in energy infrastructure require business certainty. This is the opposite. If the administration thinks the chilling impacts of this action are limited to the clean energy sector, it is sorely mistaken.”

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This article originally appeared on EnergyCapitalHTX.com.

Houston researcher examines how AI helps and hurts creativity

eye on ai

As artificial intelligence continues to grow and seeps into spaces like art, design and writing, a Houston researcher is examining its effects on creativity.

University of Houston’s Bauer College Assistant Professor Jinghui Hou, in collaboration with scholars around the world, recently published the paper "The Double-Edged Roles of Generative AI in the Creative Process" in the journal Information Systems Research.

Through the research, the team identified two stages of creativity that AI can influence: ideation and implementation.

In one study, Hou and her team developed a lab experiment to examine the impact of a cutting-edge generative AI tool during the brainstorming or ideation phase on a group of designers with varying levels of expertise.

The study showed that nearly all designers who used generative AI during this stage improved in the creativity of their graphic design work, and that the improvements were substantial and consistent across the board.

“In the first stage, we find that for anyone, including ordinary people and expert designers, AI is very helpful because of its computational power,” Hou said in a news release. “It can go beyond the imagination that humans have. For example, if I wanted to imagine a tiger with wings, it would be hard to see that in my head, but AI can do it easily.”

However, a second study examining the implementation stage found that AI affects professionals differently than novice designers.

The study showed that novice designers continued to improve in all aspects of their work when using AI. But more expert designers did not see significant improvements in the implementation stage. Rather, expert designers who used AI spent 57 percent more time completing their work compared with their peers who did not use AI.

“In the implementation stage, we find that AI is still very helpful for those ordinary people, but it creates more work for expert designers,” Hou said in the release. “This is because the designer has years of training to materialize a piece of artwork. We find that AI uses different techniques to produce creative work. For designers, it can become burdensome to revise what AI made.”

Hou’s paper suggests that AI is most helpful in the brainstorming stage, but hopes to see generative AI developers program tailor the technology for expert-level, professional needs.

“It could give users more freedom to fit the technology to their usage pattern and workflow,” Hou added. “In a sense, it's not about people catering to the AI, but the AI technology catering to people."