Houston-based Allganize, founded by Changsu Lee, is taking its $35 million in investment funding and changing the game of AI on a global scale. Photo via Getty Images

It’s taken people some time, but most of society is finally doing a collective 180-degree flip on its once guarded view of artificial intelligence in favor of being open to the idea that it can help humankind in a myriad of positive ways.

That’s why Houston-based software development company Allganize recently secured $20 million in series B funding to propel its industry-leading AI answer bot, Alli.

The All-in-One LLM Enabler Platform, which intelligently responds to customers through natural chat conversation flows, while also enabling the automation of up to 80 percent of support tickets, allows customers to get serviced faster while improving employee productivity.

With the latest $20 million investment by InterVest and Murex Partners, that brings the total funding into Allganize to $35 million. That investor confidence will ultimately help catapult the company’s AI solutions to the next level and help target its planned Japanese Stock Exchange listing by 2025.

“We will lead the expansion of corporate-specific LLM app markets and accelerate the distribution of enterprise automation AI in USA, Korea, and Japan,” says Changsu Lee, CEO of Allganize. “We are dedicated to empowering companies to develop custom LLM applications, enabling practical tasks execution and work automation.”

From programmer to prototype

Allganize’s plans to go public in 2025 stems from Lee’s early ties to Japan. While Lee is originally from Korea, he got his start in Japan, where he was able to secure his first job as a programmer at a gaming company and years later the first investment for the first company he started, ABLAR.

“I'm originally from Korea and when I got a scholarship from the Japanese government, and I went to the research laboratory of Tokyo Institute of Technology, I was not able to speak Japanese at all,” Lee tells InnovationMap. “But that one year actually changed my life. I could speak Japanese while I was there, and I was able to learn a lot of Japanese cultures, and there in the social system, I became a big fan of Japan, and then after that, so I was really looking for an opportunity to do business with Japan, or in Japan.

“I was originally trying to start a company in Japan, and I started to work as a programmer in a gaming company, and at night time, and also the weekends, I was actually building a product to start a company," he continues. "So back then, that product name was ‘Search for You.’ It was every single person's search history, the trees, then if we can find somebody else who's already advanced, but pretty similar search tree, then I was thinking, we can probably, give better suggestions or the recommendations. This is future knowledge that you could probably expect to learn, and if we can have a million users, then we can leverage, those search histories from Google."

Changsu Lee is the CEO of Allganize. Photo via LinkedIn

From there, Lee built the prototype, while making the bulk of his decisions from Japan. Later, while back in Korea, he expanded his business into Japan and met the biggest VC of Japan at an event in Korea and gave a quick pitch of his company’s service. Ultimately, he got the funding and hired Allganize co-founder Yasuo Sato, who he’s been working with for more than 11 years now.

For Lee, it all comes back to where his first idea and mission was believed in and supported, and that place was Japan. Not surprisingly, the bulk of Lee’s customers are in Japan, and it was there that he began his AI journey, by cutting his teeth in machine learning.

“After changing the company name to 5Rocks, we were providing analytics and marketing automation solutions for mobile game companies,” says Lee. “So even back then, we were actually using machine learning, but it was not deep learning. We were using machine learning to predict every single gamer's remaining lifetime in the game. For example, how many days or how many months is this gamer going to stay in the game and how much money are they going to spend in the game for their game items?

“We were predicting this by using machine learning," he continues. "And after we were acquired by the mobile advertising company, I worked as the SVP of the platform there, and I actually got the opportunity to learn the deep learning.

If it’s possible to dig deeper into deep learning, that’s exactly what Lee did as the senior vice president of Tapjoy. Selling his first company and staying onboard in a much more limited role allowed Lee to have a sort of paid internship or technological rotation program into AI and deep learning, which he believed was going to completely change everything and, as a result, was to be the major foundational key to his next venture, Allganize.

Japanese IPO on the horizon

Fast forward to 2023 and the $35 million in investments, Lee and his team are aiming to expand the company’s existing customer base of over 200 enterprises and an IPO on the Tokyo Stock Exchange in 2025.

Take a quick look around and roll call currently known AI platforms. Google Duet, Microsoft Co-Pilot and, of course, ChatGPT quickly come to mind, right?

Spoiler alert: those are all descendants of Allganize’s Alli All-in-One LLM Enabler Platform, which it continues to enhance. Still, Lee and his team still find themselves having to reassure that AI is not the boogeyman movies like The Terminator or Ex Machina have made it out to be.

“I think the most important thing is in how we can leverage and utilize these AI tools,” says Lee. “And because, at the end of the day, it's still a tool, AI is great. It's really powerful. But it's still the tool for helping humans. For example, for white-collar knowledge workers, productivity is completely different when they are using the AI. AI is also more knowledge-focused, and you can answer all the questions that you have.”

Simply put, AI can add not only add to efficiency and productivity, but it can also answer questions before anyone can think to ask them and fill in the blanks to missing information that one didn’t know was missing or could think was missing.

“As powerful as that sounds, AI still can't replace people because people still have to direct it and guide it to where it needs to go,” says Lee. “And because AI's capability is becoming more and more powerful, it’s important for us to learn how to safely train the AI and how to make the good guidelines that we're using for AI.”

With Allganize focused on large language models, they assist businesses to leverage AI to enhance their employees’ knowledge recall and operational efficiency.

“I'm always saying the LLM model is just an engine of the car,” says Lee. “People are buying cars, people are not buying engines. Of course, the engine is important for the car's performance, but people are actually buying cars, not the engines. So, we are really focusing on what kind of application you really want to do in your organization by using LLM.

"And again, our ultimate focus is all the applications because this AI should be used in the daily life of the enterprise, which is the workflow," he continues. “We call them the LLM app. At the moment, the biggest LLM app is called the cognitive search. So when an employee or the customer is asking a question, then AI is understanding all these internal, the best amount of the documents and knowledge bases and databases and they can give comprehensive correct answers to the users. ... Then AI can actually give better answers and they can also give you another suggestion on what to do next. So, that is the biggest application.”

Additional applications include comparing labor agreements in the labor department or on the human resources side, screening several hundred resumes to find who is the best candidate for an open job requisition. Bonus point: it does all of this without the implicit bias that has been historically problematic for HR teams in their recruiting process.

Allganize is also able to create applications without traditional coding like Java and Python.

“Yeah, that is possible because of the LLM,” says Lee. “Because the LLM is such an amazing AI. So, it can handle most of the logics and data. It has been handled only by the software code. But now, the LLM doesn't cover these things. And so users, like somebody who wants to build any of those complicated workflow automations, they don't really need to write a code and they can just use LLM. And then they can just do visual flowcharts, like the old way. And then that is our app. And then all these things are done just like magic.”

Certainly, there’s been quite a bit of “magic” coming from Allganize and that’s all because of Lee and his innate ability to identify problems that need to be solved before they develop and create applications and solutions to address them ahead of time.

“I think two main things are necessary to get to this point with Allganize,” says Lee. “The first thing is expertise in AI, and the second thing is real domain knowledge.

“And I have been working in enterprise, including telecommunications and gaming a little bit more than 20 years. So, how enterprise is working and how the workflow is being defined and how the company and the teams are collaborating, and I have been with it for 20 years. In my academical background, it's all about AI. And I'm writing a code and seeing the very technical details of all these AI models.”

Lee learned a lot during and after selling his first company that he founded, which put him on the correct path to get the funding needed to realize his dream for Allganize.

“I really want to make this a company which can go long and then big,” says Lee. “And that's why we are working on going public. We are doing business in the U.S., Japan, and South Korea. And at the moment, Japan is our biggest market. So, we are going to go public in Japan in 2025. And from that point, we're going to accelerate our global expansion.”

Nine Houston startups ended 2023 with a fundraise. Photo via Getty Images

These 9 Houston startups start 2024 with fresh funding

q4 2023 vc activity

Houston startups ended 2023 with a flurry of funding news — from several seeds and series As to series C rounds and extensions.

Here are nine Houston startups that secured funding in the fourth quarter of last year, according to reporting by InnovationMap. For further reading, here were 2023's top rounds raised.

Amperon Holdings Inc. closed its $20 million series B in October

It's payday for a startup that's improving analytics for its energy customers. Photo via Getty Images

A Houston startup has raised $20 million in its latest round of funding in order to accelerate its energy analytics and grid decarbonization technology.

Amperon Holdings Inc. announced today that it closed its series B round at $20 million. Energize Capital led the round and the D. E. Shaw group, Veriten, and HSBC Asset Management, an existing investor, joined in on the round. Additionally, two of Amperon's early customers, Ørsted and another strategic utility partner, participated in the series B, which brought Amperon’s total funding to $30 million.

“The energy transition is creating unprecedented market volatility, and Amperon is uniquely positioned to help market participants better navigate the transitioning grid – both in the U.S. and as we expand globally,” Sean Kelly, CEO and co-founder of Amperon, says in the release. Read more.

Velostics raised nearly $2M additional seed funding in October

Velostics has raised additional funding to grow its logistics software. Photo via velostics.com

A Houston company that's providing innovative unified scheduling software for the logistics industries has raised additional seed funding.

Houston-based Velostics Inc. raised $1.95 million, the company announced this week. The additional seed round follows a $2.5 million round announced in 2021. The Velostics platform optimizes scheduling for inbound and outbound trucks, saving companies money across the supply chain and resulting in fewer emissions from idling trucks.

“Scheduling is a major headache for all parties focused on reducing cost and delivering on high customer expectations — our cloud based solution is designed to go live in one day with no apps required,” Gaurav Khandelwal, founder and CEO of Velostics, says in a news release. Read more.

Konect.ai secured $5.5M seed funding in October

Konect.ai is using AI and natural language processing within the automotive retail industry. Image via Getty Images

A Houston startup that's using artificial intelligence and natural language processing to disrupt the retail automotive industry has raised seed funding.

Konect.ai announced a $5.5 million seed investment from Austin-based Silverton Partners. The funding will support the company's development of its software, which hopes to advance communications between auto dealerships and auto tech companies and customers.

"This investment from Silverton Partners is a strong validation of our vision and the hard work of our talented team. With this support, we are poised to accelerate our growth and continue to innovate, bringing the most advanced conversational AI products to the automotive retail industry," Cole Kutschinski, president and CEO of Konect.ai, says in a news release. Read more.

Graylog closed $9M in a series C extension round and $30M in financing in October

Graylog, a Houston SaaS company, has new fuel to scale and develop its product. Photo via Getty Images

A Houston software-as-a-service company has secured $39 million in financing and announced its latest upgrade to its platform.

Graylog, which has created an innovative platform for cybersecurity and IT operations, raised equity funding with participation from new investor Silver Lake Waterman and existing investors Piper Sandler Merchant Banking and Harbert Growth Partners leading the round.

“The growth we are seeing globally is a response to our team’s focus on innovation, a superior user experience, low total cost of ownership, and strong execution from our Go-To-Market and Customer Success teams,” Andy Grolnick, CEO of Graylog, says in a news release. “We expect this momentum to continue as Graylog expands its reach and raises its profile in the security market.” Read more.

RepeatMD raised $50M series A in November

Fresh off a win at the Houston Innovation Awards, RepeatMD has raised funding. Photo by Emily Jaschke/InnovationMap

Just nine months after its seed round, a Houston startup with a software platform for the aesthetic and wellness industry has secured $40 million in venture capital and $10 million in debt facility.

RepeatMD, a SaaS platform, announced today that it's secured $50 million, which includes a $10 million debt facility from Silicon Valley Bank. The round was co-led by Centana Growth Partners and Full In Partners with participation from PROOF and Mercury Fund, which also contributed to the seed round earlier this year.

“Even though the aesthetics and wellness industry has continued to innovate a growing range of life-changing treatments, practices continue to face challenges selling treatments and services that are new and unfamiliar to patients,” Phil Sitter, CEO of RepeatMD, says in the release. Read more.

Kahuna Workforce Solutions secures $21M series B in November

Kahuna Workforce Solutions, which provides HR software solutions, announced it has closed a $21 million series B. Photo via Getty Images

A Houston company with a software platform to enhance skills management operations has raised its series B.

Kahuna Workforce Solutions announced it has closed a $21 million series B funding round led by Baltimore-based Resolve Growth Partners. Kahuna's platform provides its users — which come the from health care, energy, field service, and manufacturing industries — with effective assessment, training and development, and staffing and deployment initiatives.

“We are thrilled to work with Resolve as Kahuna begins the next growth phase. Their expertise in enterprise software, and commitment to innovation and continuous improvement fully aligns with our mission, vision, and goals for Kahuna,” Jai Shah, CEO of Kahuna Workforce Solutions, says in a news release. Read more.

Allganize closed $20 million series B in November

Allganize recently closed a $20 million series B round of funding, bringing its total amount raised to $35 million. Graphic via allganize.ai

A Houston tech startup with an artificial intelligence technology has announced it's raised two rounds of funding as it plans to continue developing its product and IPO in Japan.

Allganize recently closed a $20 million series B round of funding, bringing its total amount raised to $35 million, according to the company. Allganize developed Alli, an all-in-one platform for enabling large language models, that's used by over 200 enterprise and public companies globally, including Sumitomo Mitsui Banking Corporation, Nomura Securities, Hitachi, Fujitsu, and KB Securities.

"This investment accelerates our journey towards global expansion and achieving a milestone of listing on the Japanese stock exchange by 2025," Changsu Lee, CEO of Allganize, says in a news release. Read more.

EndoQuest Robotics Inc. announced $42 million series C in December

Houston-based EndoQuest has closed a $42 million round. Photo via Getty Images

A Houston medical device company that's tapping into robotics technology for the operating room has just announced a major chunk of fresh funding.

EndoQuest Robotics Inc. announced that it has closed a $42 million series C to advance its robot technology that's targeting endoluminal and gastrointestinal minimally invasive procedures. Returning investors, CE Ventures Limited and McNair Interests, and new investor, Puma Venture Capital, led the round of funding.

"Our investors share our vision of leveraging robotics to redefine the possibilities in minimally invasive procedures," Kurt Azarbarzin, CEO of EndoQuest Robotics, says in a press release. Read more.

Digital Wildcatters announced $2.5M seed in December

Digital Wildcatters just raised $2.5 million in funding. Image courtesy

With $2.5 million in fresh funding, Digital Wildcatters is on its way to keep empowering the evolving energy workforce.

Digital Wildcatters, a Houston company that's providing a community for the next generation of energy professionals, has closed its seed plus funding round at $2.5 million. The round by energy industry veteran Chuck Yates, who also hosts his podcast "Chuck Yates Needs a Job" on the Digital Wildcatters' podcast network.

"Our industry's survival depends on recruiting the next generation of energy workers. We must adapt to their digital, content-rich world, as we currently lag behind, like a VHS tape in a Netflix world. Digital Wildcatters is our path to modernization," Yates says. Read more.

Allganize recently closed a $20 million series B round of funding, bringing its total amount raised to $35 million. Graphic via allganize.ai

Houston AI company raises $35M, plans for Japanese IPO

fresh funding

A Houston tech startup with an artificial intelligence technology has announced it's raised two rounds of funding as it plans to continue developing its product and IPO in Japan.

Allganize recently closed a $20 million series B round of funding, bringing its total amount raised to $35 million, according to the company. Allganize developed Alli, an all-in-one platform for enabling large language models, that's used by over 200 enterprise and public companies globally, including Sumitomo Mitsui Banking Corporation, Nomura Securities, Hitachi, Fujitsu, and KB Securities.

The funding will go toward expanding corporate-specific LLM app markets and expanding enterprise automation AI in the United States, Korea, and Japan. The company has a goal of listing on the Japanese Stock Exchange by 2025.

"This investment accelerates our journey towards global expansion and achieving a milestone of listing on the Japanese stock exchange by 2025. Our focus is on leveraging LLMs to revolutionize work productivity. We are dedicated to empowering companies to develop custom LLM applications, enabling practical tasks execution and work automation,” Changsu Lee, CEO of Allganize, says in a news release.

In the latest round, InterVest and Murex Partners joined existing investors ATINUM Investment and Stonebridge Ventures.

"Allganize's generative AI-based services have garnered acclaim for their technological excellence and practicality among global financial firms. We foresee substantial revenue growth following this investment," Kang Dong-min, vice president of Murex, says in the release.

Allganize was founded in 2017 in California and has offices in Houston, Seoul, and Tokyo. The company's customers range from the insurance and financial services to oil and gas, construction, and more.

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New Houston biotech co. lands $30M for pulmonary fibrosis drug

drug money

Most of us can claim a scar or two on our bodies. But when scarring develops inside the body, it’s known as a fibrotic disorder. A freshly launched Houston company, Oorja Bio Inc., is working on a treatment that can help to repair cells and reduce the damage wrought by the growth of fibrotic tissue in patients.

Late last month, Oorja Bio hit the scene with a pair of big announcements. Not only has the company raised a $30 million Series A thanks to founding investor California-based Westlake BioPartners, but it has also already paved the way for a Phase 2 study to take place this year.

Oorja Bio received Investigational New Drug (IND) clearance from the U.S. Food and Drug Administration (FDA), allowing the company to test its treatment in patients with idiopathic pulmonary fibrosis (IPF), a scarring of the lung tissue. IPF affects more than 150,000 adults in the United States and can result in a range of symptoms from shortness of breath to organ failure and death as it progresses.

Oorja Bio’s lead drug candidate, ORJ-001, was shown in a Phase 1 in-human trial to demonstrate “therapeutically relevant exposure and favorable tolerability” in 64 healthy adult volunteers in whom it was administered daily or weekly, according to a news release. Pre-clinical studies of ORJ-001 showed durable target tissue engagement and biomarker activity in bleomycin-induced lung fibrosis.

Administered subcutaneously, ORJ-001 is intended to improve and even restore function in cells that can reduce the signaling that causes IPF. It stops advancement of IPF and also allows for tissue repair. Currently available treatments for the disease can slow the development of IPF down, but do not address the declining lung function that’s inherent in its progression.

“The clinical and preclinical results from our studies to date give us confidence that ORJ-001 represents a novel treatment approach with the potential to repair and reverse fibrosis and modify disease progression in IPF,” Dr. Janethe Pena, CMO of Oorja Bio, said in the release.

“Our team is energized to deliver on our goal of redefining the future of fibrotic diseases, beginning with ORJ-001,” CEO and founder Sujay Kango added. “As we advance ORJ-001 in the clinic, we are embracing the paradigm shift in our biological understanding of IPF pathology that aligns with the central role of the alveolar epithelium. ORJ-001 was designed with this biology in mind and may provide, for the first time, a therapeutic intervention that repairs and reverses fibrosis and promotes disease modification.”

Most patients live only three to five years following their IPF diagnosis. Soon, ORJ-001 and Oorja Bio could give them a fighting chance.

Axiom Space tops $525M in oversubscribed round, announces Swiss subsidiary

funding boost

Axiom Space tacked on an additional $175 million to a previously announced capital raise, bringing the oversubscribed round to a total of more than $525 million.

Axiom shared in February that it had secured $350 million in a financing round led by Type One Ventures and Qatar Investment Authority. In the latest release from the company, Axiom reports that Japan-based MUFG Bank Ltd. joined the round as a new investor, in addition to continued participation from existing backers.

The funding will go toward developing the company's commercial space station, known as Axiom Station, and the production of its Axiom Extravehicular Mobility Unit (AxEMU) under its NASA spacesuit contract.

“Investor interest in this round outpaced what we set out to raise, which speaks to the moment we’re in,” Jonathan Cirtain, CEO and president of Axiom Space, said in the news release. “Our partners see what is possible in low-Earth orbit, and they see who is positioned to lead it.”

Axiom announced last month that it planned to open a Japanese subsidiary July 1. Earlier this week, it also shared plans to establish Axiom Space Switzerland, a wholly owned subsidiary based in Lucerne that is also expected to begin operations this summer.

The Switzerland subsidiary aims to establish Axiom's presence in Europe and help it partner with the European Space Agency and other space organizations and companies on the continent.

“Europe is a founding leader in the creation of the commercial space economy, and Switzerland is uniquely positioned to convene the government agencies, research institutions, and industrial entities that will shape its next decade,” Cirtain added in a separate release. “Axiom Space Switzerland facilitates the scaling of development and deployment of the infrastructure that will succeed the International Space Station.”

Texas cashes in among 10 best U.S. state economies in 2026 report

State Economics

A new study gauging the success or decline in economic performance in every state has revealed Texas' economy remains stable in 2026 after it dropped out of the top five to No. 8 last year.

Texas boasts the No. 8 best state economy in the U.S. this year, according to WalletHub's annual "Best & Worst State Economies" report. The personal finance website's analysts ranked all 50 states and the District of Columbia across 28 relevant metrics to measure each state's economic activity and health status, and its "innovation potential."

Notably, Texas leads the nation for the most exports per capita in the U.S. in a five-way tie with Louisiana, Kentucky, North Dakota, and Indiana. Across the study's three main categories, Texas ranked highly for its economic activity (No. 7) and economic health (No. 11), and the state's "innovation potential" rank is the 24th best in the nation.

This is how WalletHub ranked Texas' economic performance, where No. 1 is considered the best and No. 25 is considered average:
  • No. 6 – Change in non-farm payrolls
  • No. 8 – Change in GDP
  • No. 8 – Startup activity
  • No. 11 – Annual median household income
  • No. 18 – Government surplus/deficit per capita
  • No. 21 – Percentage of jobs in high-tech industries
  • No. 30 – Unemployment rate
WalletHub previously ranked Texas one of the top three states to start a business in 2026, with Houston earning its own entrepreneurial acclaim in separate rankings of the best big cities for new businesses and for starting a career.

"U.S. economic growth depends heavily on the performance of individual states, and some contribute more than others," the report's author wrote. "For example, California, Texas, New York and Florida have economies so large that if they were countries, they would rank in the top 20 in the world."

The five states with the worst state economies in 2026 are Rhode Island (No. 47), Maine (No. 48), Louisana (No. 49), Kentucky (No. 50), and West Virginia (No. 51).

The top 10 best state economies for 2026 are:

  • No. 1 – Massachusetts
  • No. 2 – Washington
  • No. 3 – Utah
  • No. 4 – California
  • No. 5 – Delaware
  • No. 6 – North Carolina
  • No. 7 – New York
  • No. 8 – Texas
  • No. 9 – Colorado
  • No. 10 – Florida

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This article originally appeared on CultureMap.com.