Houston experts: What business owners need to know about navigating government aid

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Now is the time to analyze and manage costs and investments, which will be crucial to capitalize on as we head into an upswing in business. Photo by Hero Images

Although the world may be going back to normal and it feels like we can see the light at the end of the tunnel, business owners across the country are seeing lasting negative effects of the COVID-19 pandemic on their companies. Especially in the restaurant industry, local business owners are having to rely on government aid to make sure employees and rent are paid, keeping stress levels very high.

Our company, Cerboni, is a financial firm that works with clients to relieve the burden business owners face by taking things like back-office work, inventory management and more off their plate to give them the freedom to focus on their trade. To help alleviate some of this stress, we are taking an in-depth look at some of the options available to business owners working to navigate government aid applications, along with opportunities for future prosperity.

Don’t let financial opportunities fall through the cracks

While business owners are often pulled in many directions, it's important to make sure you are taking advantage of any help that is available to you. Currently, the Restaurant Revitalization Fund, Employee Retention Credit and the Paycheck Protection Program are available to qualifying business owners. Taking the time to figure out which opportunities you should apply for and which ones are the best fit, will greatly benefit your company in the long run.

What to know about the Restaurant Revitalization Fund

The Restaurant Revitalization Fund provides funding equal to pandemic-related revenue loss up to $10 million per business and no more than $5 million per physical location for eligible restaurants, bars and other qualifying businesses where onsite sales to the public make-up at least 33 percent of gross sales receipts. Recipients have two years to use these funds, and the money can be used for business expenses such as payroll, mortgage obligations, rent payments, maintenance expenses, construction of outdoor seating and more.

The most important thing to know about this fund is how to calculate the funding amount. For those operating prior to or on January 1, 2019, applicants will calculate the 2019 gross receipts minus 2020 gross receipts minus PPP loan amounts. Applicants that began operations partially through 2019 should average the 2019 monthly gross receipts and multiply by 12, subtract 2020 gross receipts and then subtract PPP loan amounts. Businesses that began operations between January 1, 2020 and March 10, 2021, or those who have not yet opened but have incurred eligible expenses as of March 11, 2021, should calculate the amount spent on eligible expenses between February 15, 2020 and March 11, 2021, subtract 2020 gross receipts, then subtract 2021 gross receipts (through March 11, 2021) and, lastly, subtract PPP loan amounts.

Utilizing Employee Retention Credit

The Employee Retention Credit is a fully refundable tax credit for "qualified wages" paid to employers that were ordered to suspend operations fully or partially during 2020 or experienced a significant decline (below 50%) in gross receipts during the calendar quarter. The purpose of the Employee Retention Credit is to encourage employers to keep employees on payroll during the pandemic. Recipients can receive up to $5,000 for each full-time employee retained between March 13, 2020 and December 31, 2020 and up to $14,000 for each employee retained between January 1, 2021 and June 30, 2021. Qualified wages depend on the size of the operation. If the employer averaged more than 100 employees in 2019, the wages are only paid for the time the employee is not providing services. If the employer has less than 100 employees, the wages are paid to any employee during any period of hardship due to the pandemic. Recipients of PPP are not eligible for Employee Retention Credit.

Future prosperity

The restaurant industry was greatly impacted by the pandemic, but if you survived, you now have a great opportunity ahead of you. People are starting to return to a sense of normalcy and want to get back to enjoying things like events, shopping, eating out with friends and family and more.

Now is the time to analyze and manage costs and investments, which will be crucial to capitalize on as we head into an upswing in business. Understanding all of these financial nuances can seem daunting, so Cerboni can assist with knowing how to make the right investments in order to increase sales and profitability – this could be through marketing and advertising, changing up the menu to minimize cost of goods sold or managing operating costs.

For those who want to grow their footprint, the market is hot, and it's the perfect time to expand your market presence through negotiation of better lease terms and lower interest rates. Use this time to strategize on how to not only cut costs, but how to increase sales, and how to ultimately grow.

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Maria Degaine and Joshua Santana are co-founders of Houston-based Cerboni.

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Houston researchers develop material to boost AI speed and cut energy use

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A team of researchers at the University of Houston has developed an innovative thin-film material that they believe will make AI devices faster and more energy efficient.

AI data centers consume massive amounts of electricity and use large cooling systems to operate, adding a strain on overall energy consumption.

“AI has made our energy needs explode,” Alamgir Karim, Dow Chair and Welch Foundation Professor at the William A. Brookshire Department of Chemical and Biomolecular Engineering at UH, explained in a news release. “Many AI data centers employ vast cooling systems that consume large amounts of electricity to keep the thousands of servers with integrated circuit chips running optimally at low temperatures to maintain high data processing speed, have shorter response time and extend chip lifetime.”

In a report recently published in ACS Nano, Karim and a team of researchers introduced a specialized two-dimensional thin film dielectric, or electric insulator. The film, which does not store electricity, could be used to replace traditional, heat-generating components in integrated circuit chips, which are essential hardware powering AI.

The thinner film material aims to reduce the significant energy cost and heat produced by the high-performance computing necessary for AI.

Karim and his former doctoral student, Maninderjeet Singh, used Nobel prize-winning organic framework materials to develop the film. Singh, now a postdoctoral researcher at Columbia University, developed the materials during his doctoral training at UH, along with Devin Shaffer, a UH professor of civil engineering, and doctoral student Erin Schroeder.

Their study shows that dielectrics with high permittivity (high-k) store more electrical energy and dissipate more energy as heat than those with low-k materials. Karim focused on low-k materials made from light elements, like carbon, that would allow chips to run cooler and faster.

The team then created new materials with carbon and other light elements, forming covalently bonded sheetlike films with highly porous crystalline structures using a process known as synthetic interfacial polymerization. Then they studied their electronic properties and applications in devices.

According to the report, the film was suitable for high-voltage, high-power devices while maintaining thermal stability at elevated operating temperatures.

“These next-generation materials are expected to boost the performance of AI and conventional electronics devices significantly,” Singh added in the release.

Houston to become 'global leader in brain health' and more innovation news

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Editor's note: The most-read Houston innovation news this month is centered around brain health, from the launch of Project Metis to Rice''s new Amyloid Mechanism and Disease Center. Here are the five most popular InnovationMap stories from December 1-15, 2025:

1. Houston institutions launch Project Metis to position region as global leader in brain health

The Rice Brain Institute, UTMB's Moody Brain Health Institute and Memorial Hermann’s comprehensive neurology care department will lead Project Metis. Photo via Unsplash.

Leaders in Houston's health care and innovation sectors have joined the Center for Houston’s Future to launch an initiative that aims to make the Greater Houston Area "the global leader of brain health." The multi-year Project Metis, named after the Greek goddess of wisdom and deep thought, will be led by the newly formed Rice Brain Institute, The University of Texas Medical Branch's Moody Brain Health Institute and Memorial Hermann’s comprehensive neurology care department. The initiative comes on the heels of Texas voters overwhelmingly approving a ballot measure to launch the $3 billion, state-funded Dementia Prevention and Research Institute of Texas (DPRIT). Continue reading.

2.Rice University researchers unveil new model that could sharpen MRI scans

New findings from a team of Rice University researchers could enhance MRI clarity. Photo via Unsplash.

Researchers at Rice University, in collaboration with Oak Ridge National Laboratory, have developed a new model that could lead to sharper imaging and safer diagnostics using magnetic resonance imaging, or MRI. In a study published in The Journal of Chemical Physics, the team of researchers showed how they used the Fokker-Planck equation to better understand how water molecules respond to contrast agents in a process known as “relaxation.” Continue reading.

3. Rice University launches new center to study roots of Alzheimer’s and Parkinson’s

The new Amyloid Mechanism and Disease Center will serve as the neuroscience branch of Rice’s Brain Institute. Photo via Unsplash.

Rice University has launched its new Amyloid Mechanism and Disease Center, which aims to uncover the molecular origins of Alzheimer’s, Parkinson’s and other amyloid-related diseases. The center will bring together Rice faculty in chemistry, biophysics, cell biology and biochemistry to study how protein aggregates called amyloids form, spread and harm brain cells. It will serve as the neuroscience branch of the Rice Brain Institute, which was also recently established. Continue reading.

4. Baylor center receives $10M NIH grant to continue rare disease research

BCM's Center for Precision Medicine Models has received funding that will allow it to study more complex diseases. Photo via Getty Images

Baylor College of Medicine’s Center for Precision Medicine Models has received a $10 million, five-year grant from the National Institutes of Health that will allow it to continue its work studying rare genetic diseases. The Center for Precision Medicine Models creates customized cell, fly and mouse models that mimic specific genetic variations found in patients, helping scientists to better understand how genetic changes cause disease and explore potential treatments. Continue reading.

5. Luxury transportation startup connects Houston with Austin and San Antonio

Shutto is a new option for Houston commuters. Photo courtesy of Shutto

Houston business and leisure travelers have a luxe new way to hop between Texas cities. Transportation startup Shutto has launched luxury van service connecting San Antonio, Austin, and Houston, offering travelers a comfortable alternative to flying or long-haul rideshare. Continue reading.

Texas falls to bottom of national list for AI-related job openings

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For all the hoopla over AI in the American workforce, Texas’ share of AI-related job openings falls short of every state except Pennsylvania and Florida.

A study by Unit4, a provider of cloud-based enterprise resource planning (ERP) software for businesses, puts Texas at No. 49 among the states with the highest share of AI-focused jobs. Just 9.39 percent of Texas job postings examined by Unit4 mentioned AI.

Behind Texas are No. 49 Pennsylvania (9.24 percent of jobs related to AI) and No. 50 Florida (9.04 percent). One spot ahead of Texas, at No. 47, is California (9.56 percent).

Unit4 notes that Texas’ and Florida’s low rankings show “AI hiring concentration isn’t necessarily tied to population size or GDP.”

“For years, California, Texas, and New York dominated tech hiring, but that’s changing fast. High living costs, remote work culture, and the democratization of AI tools mean smaller states can now compete,” Unit4 spokesperson Mark Baars said in a release.

The No. 1 state is Wyoming, where 20.38 percent of job openings were related to AI. The Cowboy State was followed by Vermont at No. 2 (20.34 percent) and Rhode Island at No. 3 (19.74 percent).

“A company in Wyoming can hire an AI engineer from anywhere, and startups in Vermont can build powerful AI systems without being based in Silicon Valley,” Baars added.

The study analyzed LinkedIn job postings across all 50 states to determine which ones were leading in AI employment. Unit4 came up with percentages by dividing the total number of job postings in a state by the total number of AI-related job postings.

Experts suggest that while states like Texas, California and Florida “have a vast number of total job postings, the sheer volume of non-AI jobs dilutes their AI concentration ratio,” according to Unit4. “Moreover, many major tech firms headquartered in California are outsourcing AI roles to smaller, more affordable markets, creating a redistribution of AI employment opportunities.”

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