How this Houston company is staying one step ahead of Google

SEO pros

Houston-based Edgy Labs is working on AI technology to constantly stay ahead of search engine technology. Pexels

Where's the best place to hide a dead body? According to Alexander De Ridder and other search optimization experts, it's on the second page of Google where no one ever goes.

Jokes aside, search engine optimization has become a serious business as people have pivoted from making their own decisions based on knowledge acquired or resources available to trusting entities to decide for them, De Ridder explains.

"More and more of our lives are governed by decisions we are outsourcing," De Ridder says. "For example, maybe you jumped in the car this week and you entered a destination. The GPS told you where to turn — you don't question that."

While convenient, the challenge this new normal presents companies is how to make clear to the internet that that their information is worthy of being on the first page of search results. De Ridder co-founded Houston-based Edgy Labs with Michael Umansky and Gary Haymann to figure out for themselves how this "black box" decision making works — and where it's going.

"Our take was let's build a laboratory to understand how that rank or AI works and build our own platform around it and get better insights on how that black box thinks," Umansky, who is CEO of the company, says.

Edgy Labs has two sides to it. At its core, the company is a blog covering trends and research in science and technology that acts as an SEO-testing platform, or lab. Once the team has the developed technology, it's able to provide its best practices and tools to clients.

"We think about innovation in a practical way as something that you need to live out the truth yourself, before you go out and apply it to other people," explains De Ridder, who also serves as CTO of the company.

The SEO business is projected to be an $80 billion industry by 2020, Umansky says, and its evolving from text focused to including voice and video in the search process. When Edgy Labs launched, the focus was on creating content that was primed to be picked up by Google. Through this process, the company grabbed the attention of some large Fortune 100 accounts.

"What we saw was if we applied these same techniques to a large brand, there was a massive uptake in success for the content and the site itself," Umansky says. "What that's led us to want to do is take the power of the technology and put it back in the hands of content creators."

Edgy Labs has found that the key to SEO and marketing online is to be content focused and put the users — and the information they are seeking — first.

"What's been really great is I think we've tried to turn the process upside down and make sure the client is creating content that's data driven insights — not just taking marketing slogans and terms and dropping it in the content, which was the norm," says Haymann, who leads the client-facing business.

Just like any technology, search is constantly evolving. Search engines used to scan the internet to suggest articles to answer your questions. Now, Google is taking information from those articles and regurgitating it for you, rather than sending you to a third-party website. A casualty of that is web traffic for the site that has that information.

This shift is a result of voice searching growth. One in five searches is done via voice search — think: Alexa or Siri — and 40 percent of adults use voice search daily, De Ridder says. With this type of search process, there can only be one response — not pages of results, like web searching. De Ridder says that because of this growth in audio searching, videos will become a more favorable search result.

Another growing digital trend, De Ridder says, is progressive web app pages becoming more useful in search than native apps. These PWAs act and feel like mobile apps, but without requiring the user to download anything. Where this trend metabolized is when the ".app" domains were released. Edgy Labs relaunched its webpage to being a mobile friendly progressive app page and has seen more engagement from its users — longer time on site, lower bounce rates, higher conversion rates.

"As websites want to survive and remain relevant, it will be about providing good information so that they can optimize themselves for voice search, video, and also have amazing experiences of native app-like quality," De Ridder says.

While SEO technology and practices evolve, Edgy Labs hopes to stay at the forefront of the industry.

"It's kind of like we're at the top of the mountain, and the mountain is always getting taller and taller. To stay on the cutting edge, you always have to keep climbing and climbing," De Ridder says. "But, if you're up there, you've got a beautiful view, and that allows you to look into the world and see the opportunity that's associated with that change."


Alexander De Ridder (left), Michael Umansky (center) and Gary Haymann founded Edgy Labs in 2016. Courtesy of Edgy Labs

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Rice student startup lands $1.85M to launch medical drone network

critical cargo

Students at Rice University have developed a medical cargo drone transport system to help deliver sensitive medical supplies and improve mobile healthcare efforts.

Haast Autonomous is the brainchild of graduating seniors Ege Halac, Jason Chen and Santiago Brent, who got their venture idea off the ground with help from the Liu Idea Lab for Innovation and Entrepreneurship (Lilie) Summer Venture Studio. The founders have developed the prototype at Rice’s Oshman Engineering Design Kitchen (OEDK) with fellow Rice researchers Felix Hasson, Ethan Javedan, Kenna Sanders and Caden Schmidt.

The startup has raised $1.85 million in pre-seed funding, according to Rice. The founders plan to focus on Haast full-time following graduation. They said they aim to launch pilot trials in 2027 and head to market later that year.

“We need better alternatives for a fast, safe and on-demand system of transport for life-critical cargo,” Halac said in a news release from Rice.

The Haast team has developed a custom aircraft with software that manages dispatch, routes, and chain of custody to assist in how materials move between sites in centralized medical systems. Generally, the transportation of medical supplies and materials between facilities and points of care relies on ground shipping or expensive air transport.

Haast Autonomous’ aircraft can take off and land vertically, and is designed around a mission profile of 50 to 62 miles. It can carry a payload of at least 5 pounds, with future versions intended to scale up in size. It also includes a built-in payload bay that regulates temperature, pressure, vibration and tilt to protect sensitive contents such as patient samples, antivenom or poisoning kits and radioligands or other therapies, according to Rice.

At first, the company envisioned the mission to be centered around transplants, but saw the product being best suited for a variety of operations.

“What we realized is that the platform we are building is suited for medicine, but it really underlies a much larger problem of mission-critical transport across industries,” Brent added in the news release. “We are building the fastest, most secure logistics chain for the world’s most sensitive cargo.”

Haast Autonomous was recognized at the 2026 Oshman Engineering Design Showcase and Competition, where it won Best Aerospace or Transportation Technology. It also performed well in the 2026 Napier Rice Launch Challenge.

In the future, Haast Autonomous plans to deploy a fleet of aircraft. The software will be designed to assist hospitals in requesting flights and tracking deliveries in real time.

“The drone is only part of the solution,” Chen also added in the release. “What matters is moving something from point A to point B in a way that fits into how hospitals already operate.”

Houston scientist wins prestigious Pew Scholar award for brain cancer research

standout scholar

Christina Tringides, an assistant professor of materials science and nanoengineering at Rice University, is one of 21 scientists to win a prestigious Pew Biomedical Scholar award.

She is the first faculty member from Rice to win the distinction, which provides $300,000 over four years for advances in biomedicine, according to the university. The awards are granted to researchers who are in the first few years at the assistant professor level.

In Tringides’ case, the funding will support her innovative new method of modeling glioblastoma, a common and extremely aggressive form of brain cancer. Thanks to producing its own blood supply, glioblastoma spreads quickly, weaving tendrils of blighted tissue throughout the brain. Because of this, surgery is difficult and conventional therapies ineffective.

Understanding the way glioblastoma spreads is crucial to the search for a cure. Tringides is using hydrogels that mimic the brain’s extracellular matrix. Using cultures and a microscopic labyrinth, her team can see how the cancer spreads, bonds with neurons and changes cell wall activity. Essentially, Tringides has devised an intelligence test for tumors in hopes of learning how to outsmart them.

“As cancer crawls through the maze, we can look at how it is interacting with the neurons more and more, and measure how electrical activity is changing as a result,” she said in a news release from Rice.

Examining how cancer cells grow can reveal which conditional changes slow them down. Finding ways to alter the structure of brain matter in a way that makes it inhospitable to the cancer could lead to therapies that would impede growth or even reverse it. Using her custom-made ersatz brain maze makes it easier to observe changes than it would be in a patient’s brain.

“Imaging synapses is time-intensive ⎯ it can involve large data files that are hard to visualize, but if we know that the only place where we might have a synapse is this tiny 1-by-4-by-10 micron channel, it makes it much faster and reliable to image them,” Tringides said.

Born in Ames, Iowa, Tringides received her doctorate in biophysics from Harvard before joining Rice in 2024 through a Cancer Prevention and Research Institute of Texas (CPRIT) recruitment award.

Her research was also one of the first four projects to receive research awards through the Rice Brain Institute and TMC Neuro Collaboration Seed Grant Program.

Texas residents earn 11th highest income in U.S., says 2026 study

Money Matters

A new WalletHub study comparing income disparities across America has ranked Texas residents No. 11 on the list of states with the highest earning residents in the nation.

The report, "States Where People Have the Highest Income (2026)," analyzed U.S. Census Bureau income data in all 50 states and the District of Columbia. The report evaluated the average annual income of the top five percent, the median annual household income, and the average annual income of the bottom 20 percent of residents in every state, all adjusted for the cost of living.

The report's data revealed the top five percent of Texans, the highest earners, make $520,378 on average yearly after adjusting for the cost of living. That's the seventh-highest income among the top five percent of earners nationwide.

Meanwhile, the median annual income of a Texas household is just under $76,000. The bottom 20 percent of Texas residents make $17,651 a year, the report found.

For additional context, the latest data from the Federal Reserve shows an American household's median yearly income is about $83,700. WalletHub analyst Chip Lupo also found that the highest earning 10 percent of individuals in the U.S. earn over 12 times more than those in the lowest-earning 10 percent, based on the latest Census data.

"By measuring the income of various percentiles against a state's median income, we can better identify where income disparities are more prevalent, which could help us better understand why residents of certain states struggle more to make ends meet," said Lupo.

Virginia is the state where residents earn the highest income in the U.S., WalletHub said. Based on the report's findings, the top five percent of Virginians make $545,097 on average per year after adjusting for the cost of living. The median annual income of a Virginia household comes out to $95,339, and the bottom 20 percent of residents make $19,671 annually on average.

Conversely, West Virginia is the state where people have the lowest income in the U.S. A West Virginia household makes a median annual income of $56,610, the third-lowest nationally, and the bottom 20 percent of residents make $13,260 on average per year, which is the fifth-lowest in the nation. The top five percent of West Virginians make $372,218 on average per year.

The top 10 states where residents have the highest income are:

  • No. 1 – Virginia
  • No. 2 – New York
  • No. 3 – New Jersey
  • No. 4 – Washington
  • No. 5 – Connecticut
  • No. 6 – Utah
  • No. 7 – Colorado
  • No. 8 – Minnesota
  • No. 9 – Illinois
  • No. 10 – Massachusetts

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This article originally appeared on CultureMap.com.

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