INK, a digital writing tool, allows writers to see how their content would perform on search engines in real time. Photo courtesy of INK

A Houston company wants to arm content creators and writers with the tools to perfect search engine optimization, and they want to provide these tools for free.

INK, a downloadable writing tool and web app, was created by the brains behind Edgy Labs, a tech company that has been working on dissecting how Google and search engines operate. Edgy's founders — Alexander De Ridder, Michael Umansky, and Gary Haymann — created the content site as a lab to test out their SEO theories and best practices.

"INK is the byproduct of everything we've learned at Edgy Labs that we productized," says Umansky, who serves as CEO. "We think we are on the cusp of leading what we are calling the content performance optimization revolution."

Umansky says that of the 4 million pieces of content created online daily, 94 percent of content gets little to no traffic on Google. And a big reason for content failing is because the writer doesn't fully understand how SEO works — and search engines are always evolving their algorithms.

Despite this huge SEO problem, there weren't any one-stop-shop tools available already.

"What we came to understand was that there's a ton of SEO and CMS products and analytics products, but what there wasn't was a really good way to help writers — who are really the ground zero for where content is created — bridge the gap to understanding what SEO is all about," Umansky says.

INK edgy labsINK allows writers to see in real time how their content would fare on Google. Photo courtesy of INK

The writing tool allows the user to create content right in the app, and as the writer composes, he or she gets real-time feedback on the content. INK will compare the content to potential competitors' content and analyze and score how it expects the published material to perform. All the while, INK has a customizable interface for users. There are light and dark modes, and even features for writers with dyslexia or color blindness.

Umansky says his team has big plans for growing INK and even introducing more tools and products, and INK's evolution will continue as search engines continue updates and algorithm edits.

"As Google changes, we change with it," Umansky says. "I think last year Google changed something like 3,500 times. It's constant."

He also sees INK being able to provide a headline optimization component, as well as tools for tracking engagement. While perfecting SEO is the first step, Umansky says he also wants to provide products that help optimize writing content for a conversion perspective that would be good for landing pages and digital ads.

INK launched online in early October and was ranked as the product of the week on Product Hunt. For now, the app is completely free to download. Umansky does think the first paid version will be live in the first quarter of 2020.

Ultimately, Umansky says, writers shouldn't also have to be SEO specialists — that's INK's team's job. The product they created will allow for easy content management system integration — it already has an extension in WordPress.

"We envision a world where the content creators can control their own search destiny," Umansky says. "What we want to do is focus on empowering those writers to really take the power of search back into their own hands without having to be SEO experts."

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

How this Houston company is staying one step ahead of Google

SEO pros

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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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.

23 Houston companies rank among America’s most future-ready businesses

future focused

By one measure, Spring-based tech giant Hewlett Packard Enterprises reigns as the most future-ready Houston-area company on the S&P 500 stock index.

HPE sits at No. 72 in a first-time ranking of the best S&P 500 companies for the future. Including HPE, 23 Houston-area companies appear on the list.

Published by The Wall Street Journal, the ranking was created by Bendable Labs for the WSJ Leadership Institute. It evaluates how S&P 500 companies stack up in six areas: AI readiness, innovation, talent readiness, financial fitness, resilience and agility. To be ranked, a company had to be part of the S&P 500 as of Dec. 31.

Among the six categories, HPE ranked highest for innovation (No. 30) among local companies. The WSJ didn’t say why HPE scored so well for innovation. However, the company stands out in this category thanks to:

  • Creation of the El Capitan and Frontier supercomputing systems
  • Research into photonic computing and quantum networking
  • Last year’s $14 billion acquisition of Juniper Networks, giving HPE an edge in AI-native networking
  • Establishment of the everything-as-a-service GreenLake hybrid cloud platform for data centers, colocation facilities and edge computing environments

In an interview with the Six Five podcast at HPE Discover 2025 in Las Vegas, CEO Antonio Neri said the company’s strategy is “basically founded on innovation, and that innovation drives shareholder value over the long term.”

While HPE fared well in the innovation category, it ranked toward the bottom for financial fitness. What’s behind the No. 430 ranking in the financial category? HPE’s low score likely reflects a debt-heavy acquisition strategy coupled with a historically low-margin hardware business.

Here’s the full list of the 23 Houston-area companies included in the ranking of the best companies for the future:

  • No. 72 Hewlett Packard Enterprise
  • No. 105 SLB
  • No. 120 Baker Hughes
  • No. 125 ConocoPhillips
  • No. 158 NRG Energy
  • No. 176 Targa Resources
  • No. 185 Chevron
  • No. 195 Halliburton
  • No. 223 Coterra Energy
  • No. 229 Waste Management
  • No. 235 Exxon Mobil
  • No. 250 Kinder Morgan
  • No. 257 Quanta Services
  • No. 276 CenterPoint Energy
  • No. 285 Sysco
  • No. 313 Occidental Petroleum
  • No. 318 Camden Property Trust
  • No. 333 EOG Resources
  • No. 365 LyondellBasell Industries
  • No. 373 Comfort Systems USA
  • No. 401 Crown Castle
  • No. 408 Phillips 66
  • No. 500 APA