3 Houston innovators to know this week

Who's who

Meet this week's Houston innovators to know. Courtesy photos

This week, some key Houston innovators to know include the CEO of a tech company that's demystifying Google's SEO, a local entrepreneur who just raised millions in funding, and the newest addition to the Houston innovation ecosystem.

Michael Umansky, CEO of Edgy Labs

Michael Umansky Ink and Edgy Labs

Courtesy of Edgy Labs

For years, Michael Umansky and the team at Edgy Labs have been figuring out the ins and outs of Google's algorithm for digital marketing purposes. If Edgy knows how Google ranks content, Edgy can provide the most optimized content out there for its clients.

But the Houston SEO experts also realized another group of people they can help: Content creators and writers. So, Edgy Labs created INK — a writing tool to help this group of individuals create the best and most optimized content without having to know anything about SEO.

"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." Read more.

Chris Buckner, CEO of Mainline

Courtesy of Mainline

Chris Buckner, CEO of Mainline, closed its series A at $6.8 million. Houston-based Work America Capital led the round, and the esports software startup will use the funds to grow its platform, event management customer base, and marketing efforts, as well as to hire developers, marketing, and sales talent.

"The world of esports and gaming is exploding; however, continuity in tournament organization is lacking, keeping the sport from really taking off in other viable and exciting markets," says Chris Buckner, Mainline CEO, in a news release. "Mainline gives brands the tools they need to run powerful esports programs that will evolve the quickly maturing industry to the benefit of players, students, and the greater esports ecosystem." Read more.

Jon Lambert, CEO of The Cannon Houston

Jon Lambert The Cannon

Courtesy of The Cannon

The Cannon Houston has had a big week — from celebrating its new flagship space to announcing its latest downtown outpost. And now, the coworking and startup hub has announced a new CEO: Jon Lambert.

"Lawson and his team have done an incredible job taking The Cannon vision and making it real. I'm happy to be part of the positive momentum and energy they have created. There has never been a better time for startups to enter the market, but achieving success has never been more challenging. The Cannon is playing a unique role in helping evolving companies navigate and accelerate their way through this journey." Read more.

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

Houston tech company launches digital product to take the guesswork out of SEO

Meet 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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Rice University MBA programs rank among top 5 in prestigious annual report

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Rice University’s Jones Graduate School of Business MBA programs have been ranked among the top five in the country again in The Princeton Review’s 2025 Best Business Schools rankings.

The university's MBA program in finance earned a No. 3 ranking, climbing up two spots from its 2024 ranking. Finance MBA programs at the University of Virginia's Darden Graduate School of Business and New York University's Leonard N. Stern School of Business were the only ones to outrank Rice, claiming No. 2 and No. 1 spots, respectively.

Rice's online MBA program was ranked No. 5, compared to No. 4 last year. Indiana University's Bloomington Kelley School of Business' online program claimed the top spot.

“These rankings reflect the commitment of our faculty and staff, the drive and talent of our students and the strong support of our alumni and partners,” Peter Rodriguez, dean of Rice Business, said in a news release. “They are exceptional honors but also reminders — not just of our top-tier programs and world-class faculty and students but of our broader impact on the future of business education.”

Rice also ranked at No. 6 for “greatest resources for minority students."

The Princeton Review’s 2025 business school rankings are based on data from surveys of administrators at 244 business schools as well as surveys of 22,800 students enrolled in the schools’ MBA programs during the previous three academic years.

"The schools that made our lists for 2025 share four characteristics that inform our criteria for designating them as 'best': excellent academics, robust experiential learning components, outstanding career services, and positive feedback about them from enrolled students we surveyed," Rob Franek, The Princeton Review's editor-in-chief, said in a press release. "No b-school is best overall or best for all students, but to all students considering earning an MBA, we highly recommend these b-schools and salute them for their impressive programs."

Rice's finance program has ranked in the top 10 for eight consecutive years, and its online MBA has ranked in the top five for four years.

Rice and the University of Houston also claimed top marks on the Princeton Review's entrepreneurship rankings. Rice ranks as No. 1 on the Top 50 Entrepreneurship: Grad list, and the University of Houston ranked No. 1 on Top 50 Entrepreneurship: Ugrad. Read more here.

Houston named ‘star’ metro for artificial intelligence in new report

eyes on AI

A new report declares Houston one of the country’s 28 “star” hubs for artificial intelligence.

The Houston metro area appears at No. 16 in the Brookings Institution’s ranking of metros that are AI “stars.” The metro areas earned star status based on data from three AI buckets: talent, innovation and adoption. Only two places, the San Francisco Bay Area and Silicon Valley, made Brookings’ “superstar” list.

According to Brookings, the Houston area had 11,369 job postings in 2024 that sought candidates with AI skills, 210 AI startups (based on Crunchbase data from 2014 to 2024), and 113 venture capital deals for AI startups (based on PitchBook data from 2023 to 2024).

A number of developments are boosting Houston’s AI profile, such as:

Brookings also named Texas’s three other major metros as AI stars:

  • No. 11 Austin
  • No. 13 Dallas-Fort Worth
  • No. 40 San Antonio

Brookings said star metros like Houston “are bridging the gap” between the two superstar regions and the rest of the country. In 2025, the 28 star metros made up 46 percent of the country’s metro-area employment but 54 percent of AI job postings. Across the 28 metros, the number of AI job postings soared 139 percent between 2018 and 2025, according to Brookings.

Around the country, dozens of metros fell into three other categories on Brookings’ AI list: “emerging centers” (14 metros), “focused movers” (29 metros) and “nascent adopters” (79 metros).

Forecasting retail sales just got smarter, thanks to Google searches

houston voices

Imagine being able to predict the future of retail sales — not with months-old economic reports, but with real-time digital breadcrumbs left behind by consumers. Thanks to new research from K. Ramesh (Rice Business) and Gary Lind (University of Pittsburgh), that future is already here.

Key findings

  • Search trends predict future retail revenue — up to three quarters ahead.
  • Markets don’t fully price in search-based insights, especially before earnings announcements.
  • Trading strategies using search data outperform traditional asset-pricing models by 2–3%.
  • Analysts often underuse this data, resulting in predictable forecast errors.
  • At the macro level, search trends closely track — and often lead — official retail sales and GDP.

Their study shows that Google search trends are powerful predictors of consumer demand, capable of forecasting U.S. retail sales up to three quarters in advance. The implications span industries and audiences — from Wall Street traders to Main Street retailers, and from data-driven CFOs to curious business students.

A smarter, faster crystal ball for retail demand

Retail sales drive nearly 70% of U.S. gross domestic product (GDP), making them one of the most important indicators of economic health. Yet traditional forecasting relies heavily on backward-looking data and broad economic indicators. Ramesh and Lind’s work offers a leap forward: search data from Google Trends — publicly available and easy to use — can offer a faster, more precise signal of where sales are headed.

“If you want to understand consumer demand,” says Ramesh, the Herbert S. Autrey Professor of Accounting at Rice Business, “look at what people are searching for — not just what companies report after the fact. These digital footprints can tell us where revenue is going, often before the market catches up.”

This low-cost approach stands in stark contrast to expensive alternatives, such as satellite images of parking lots, in-store foot traffic from mobile data, or retail scanner feeds — tools often reserved for hedge funds and large institutional investors. Google Trends offers a scalable, accessible option for anyone seeking insight into consumer behavior.

Why this matters for investors and analysts

The researchers analyzed search patterns for nearly 200 publicly traded U.S. retail companies between 2004 and 2019. They found that firms with rising search volumes tend to report higher revenues — often well before analysts or investors react.

In fact, investment strategies built around these trends earned 2–3% higher returns than traditional models would predict. And most of these gains were concentrated around earnings announcements — a sign that markets were slow to recognize what search data had already revealed.

The advantage is even more striking for companies that fly under Wall Street’s radar. For firms with limited analyst coverage, the predictive power of search data on stock performance was more than 80% stronger.

A new tool for analysts — if they’ll use it

Despite the clear signal in the data, the study finds that analysts routinely fail to incorporate search-based insights into their forecasts. That gap translates into missed revenue predictions and market inefficiencies — which sophisticated investors can exploit.

“The search data are out there,” says Lind, a Rice Business Ph.D. ’19 graduate now on faculty at Pitt Business. “They’re public, powerful, and free. Analysts who ignore them are missing an opportunity.”

The impact of this research extends well beyond equity markets. By aggregating Google search data across the retail sector, the authors found strong alignment with U.S. Census retail sales figures and GDP trends. In other words, these digital signals reflect not just firm-level interest, but macroeconomic momentum.

A data wake-up call

This makes search trends a potentially valuable early-warning system for policymakers, central banks, and anyone responsible for interpreting the economic landscape. During volatile or uncertain periods, such tools could offer precious foresight into shifting consumer behavior.

In a digital era where consumers research before they shop — whether online or in-store — it’s no surprise that their Google queries leave valuable clues. What’s surprising is how often businesses, investors, and even economists still overlook them, Ramesh says. “Search data is a goldmine. And it's just sitting there, waiting to be used.”

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This article originally appeared on Rice Business Wisdom.

Lind and Ramesh, “Using Internet Search Data to Predict Aggregate Retail Sales and Enhance Firm-Level Revenue Expectations,” Contemporary Accounting Research (April 2025): 1-32. https://doi.org/10.1111/1911-3846.13043.

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