Following a $43M series B, energy tech company co-located in Houston makes acquisition

seeing green

With fresh funding, this Houston and Canada-based company has made an acquisition. Courtesy of Validere

After raising $43 million in funding for its series B round, Validere, a commodity management platform for the energy industry, has acquired Clairifi, whose technology helps energy businesses comply with environmental and regulatory requirements. Financial terms weren’t disclosed.

The funding round was closed in March and was led by Mercuria Energy and select funds and accounts managed by BlackRock, with participation from Nova Fleet, Pioneer Fund and NGIF Cleantech Ventures, as well as existing investors, including Wing VC and Greylock Partners, according to a news release.

“Validere’s mission is to ensure human prosperity through energy that is plentiful, sustainable and efficiently delivered," says Nouman Ahmad, Validere co-founder and CEO. "We facilitate this through integrating our customers’ core business with new environmental initiatives. In order to manage the energy transition well, environmental attributes cannot be managed in a silo, they need to be integrated in the day-to-day operations and commercial decisions."

Validere is based in Calgary, Alberta, and has its United States presence based in Houston. Clairifi also is based in Calgary. According to the company, the purchase of Clairifi strengthens Validere’s ESG (environmental, social, and governance) offerings.

“Companies across the energy supply chain are often burdened by the arduous task of compliance reporting, a time-intensive process that is usually performed manually in Excel spreadsheets by costly environmental consultants,” Validere says in a news release announcing the Clairifi deal. “These issues are coupled with constantly changing environmental, social and governance (ESG) policies, as well as disorganized data, which can cause confusion over meeting reporting requirements.”

Validere says that thanks to the integration of Clairifi, businesses can easily comply with current and future regulations from the U.S. Securities and Exchange Commission (SEC), and can access a central platform to accurately measure, manage, and forecast emissions strategies.

“The implementation of costs on carbon and emission reduction requirements introduce new immediate and long-term consequences that cascade from the field to head office,” says Corey Wood, co-founder and CEO of Clairifi. “While regulatory compliance is often considered a burden on industry, requiring resources and continuous innovation, if we are well-prepared, these challenges may be used as catalysts to revive, refresh and improve.”

As part of the acquisition, Wood has joined Validere as vice president of emissions, regulatory, and carbon strategy.

From startup pitch competitions seeking applications to Houston startups with big news, here are the latest short stories of Houston innovation. Photo courtesy TMC Innovation

TMCx company recognized internationally, Cannon acquires Houston fintech startup, and more innovation news

short stories

Houston's innovation ecosystem has been booming with news fresh out of the gate for 2021, and it's likely some might have fallen through the cracks.

For this roundup of short stories within Houston innovation, a TMCx startup gets called out by Time Magazine, pitch competitions seek entries for thousands of dollars of investment prizes, and more.

The Cannon closes its acquisition of LetsLaunch

The Cannon has announced that it has has acquired Houston-based crowdfunding startup LetsLaunch. Photo courtesy of The Cannon

Last summer, The Cannon, a Houston startup development organization with a network of coworking hubs, announced its plans to acquire a Houston fintech startup, LetsLaunch. The online investment platform allows for smaller investments from non-accredited investors and has been connected with The Cannon in the past, and the two entities have even had a partnership arrangement.

As of last week, The Cannon has officially acquired LetsLaunch. The deal allows Cannon member companies access to a new fundraising option.

"The Cannon and LetsLaunch have a shared vision for enabling and optimizing the innovation ecosystem," says Jon Lambert, CEO of The Cannon, in a news release. "LetsLaunch has passionately developed a technology platform that will deliver significant value to the entrepreneurial community by bringing together start-ups and investors of all kinds. By integrating the LetsLaunch platform into The Cannon's digital offerings, we will enhance the fundraising and strategic connection value we offer to our innovation community."

TMCx startup named to Time's top inventions

A U.K. company that recently participated in TMCx has been honored by Time Magazine. Photo courtesy of TMC

Health tech startup, Virti, which recently completed the Texas Medical Center's startup accelerator, was honored among Time Magazine's top inventions of 2020 in the augmented and virtual reality category.

Virti's artificial intelligence provides its users with instant feedback on training — and, in light of the pandemic, event indicates the right way to wear personal protective equipment, administer treatment, or ventilate a patient. According to a press release, this technology — as compared to traditional face-to-face training — has proven a 230 percent increase in knowledge gain and a 52 percent reduction in skill-fade post-training.

In the United Kingdom, where Virti was founded, the technology has been used to train 100,000 NHS staff, according to the release.

"This achievement rounds off what has been a very exciting year for Virti with significant growth in the United States and internationally building on successful partnerships such as the UK TMC BioBridge through the UK's Department for International Trade (DIT)," says Dr. Alex Young, Virti founder and CEO, in the press release.

Virti has US offices in Houston and the West Coast.

"The evidence is clear — immersive training that simulates real-world situations is more conducive to long-term memory and recall," says Lance Black, associate director of TMC Innovation, in the release. "Virti has unlocked how to provide high quality education to care teams to better prepare them for any situation as evidenced by their rapid adoption within the Texas Medical Center. The recognition by Time further demonstrates that Virti is ushering us into a new era of education and training, one that blurs the line between reality and fiction."

HX Venture Fund calls for Houston startups for pitch competition

The HX Venture Fund is looking for startups to pitch at a new event. Photo via Getty Images

The HX Venture Fund is preparing for two-day summit — called Venture Houston — next month and is looking for local startups to pitch in the conference's pitch competition.

According to the website, HXVF is looking for all pre-seed through series B companies interested in venture backing, and headquartered in Houston and the Gulf Coast Region. The competition has $1.65 million in investment prizes on the line from investors like Fitz Gate Ventures, The Artemis Fund, Montrose Lane (née Cottonwood Venture Partners), Mercury Fund, and more.

The application for the pitch competition is due January 15 and can be submitted online. If selected, startups will pitch during the February 4-5 event. To register for the virtual event, click here.

Validere announces partnership with California company to focus on ESG

Validere has a new partnership. Photo courtesy of Validere

Canadian energy supply chain software company, Validere, which has a growing presence in Houston, has announced a new strategic partnership with California-based Xpansiv. According to a news release, the partnership "enables the registration and transaction of digitized commodity products with embedded Environmental, Social, and Governance (ESG) attributes that support integration of ESG data into commodity markets."

Validere works with its oil and gas customers to provide tech solutions to connect, track, and audit data, allowing for transparency and optimization. This technology also allows corporations to prioritize ESG initiatives — something Nicole Rogers, senior vice president at Validere, recently joined the Houston Innovators Podcast to discuss.

"Validere is proud to partner with Xpansiv to provide another pathway to value creation for our customers," Validere CEO Nouman Ahmad says in a news release. "The initiative supports our defining belief that accurate, accessible product-quality data can be used to create multiple forms of value."

Apply now: Capital Factory to host pitch competition for Black entrepreneurs

Capital Factory is hosting its annual Black in Tech event. Getty Images

For the third year, Capital Factory, a Texas-wide startup development organization, is seeking Black entrepreneurs to pitch for a $100,000 prize. The competition, which will be on February 16 during Capital Factory's Black in Tech Summit, will have five technology startup finalists that will be judged by a panel of successful entrepreneurs, industry leaders and mentors. One startup will take home a $100,000 prize.

The application deadline is January 22, and any startups with a Black founder can apply online. For more information on the summit and the competition, click here.

This week's roundup of Houston innovators includes Nicole Rogers of Validere, Allie Danziger of Ampersand, and Ashley Small of Medley Inc. Courtesy photos

3 female Houston innovators to know this week

who's who

Editor's note: In the week's roundup of Houston innovators to know, I'm introducing you to three female innovators across industries — from energy tech to business entrepreneurship.

Nicole Rogers, senior vice president at Validere

Nicole Rogers, senior vice president at Validere, joins the Houston Innovators Podcast to discuss how her company has grown exponentially over the past year. Photo courtesy of Validere

Nicole Rogers joined Canadian startup Validere during the summer last year — right smack dab in the middle of a pandemic. But despite COVID-19 and the drop in oil prices, the energy company grew exponentially — in clientbase, in venture capital support, and in employee count.

"One of the things we found that was to our advantage throughout the pandemic was a lot of folks in oil were having a career identity crisis. Oil really struggles with employment elasticity," Rogers says. "A lot of the colleagues we were talking to were just fatigued with the ups and downs going on in the past decade."

Rogers, who's based in the company's Houston office, shares more about Validere's growth and opportunities in the new year — plus what she thinks Houston needs to do to maintain its status of energy capital of the world in the episode. Click here to read more and to stream the podcast.

Allie Danziger, founder of Ampersand

Houston entrepreneur, Allie Danziger, wanted to create a program for young professionals looking to gain experience in unprecedented times. Photo courtesy of Ampersand

Allie Danziger has two small children, but she started thinking about if her kids were college age, would she want them to enroll in a virtual college experience or hold off for a time where they could have a more traditional experience. Realizing she probably wasn't alone, she thought about how she could create an alternative for high school grads — in this time of the pandemic but also in a time where college degrees aren't the best option for job security.

"I really believe that it scales way beyond this pandemic," says Danziger. In her research, she saw a lack of career-focused gap curriculums and resources available. "There are no programs that help you determine what the right path for you is—to really do that self-exploration and then apply it to your career path," she explains. Click here to read more.

Ashley Small, founder and CEO of Medley Inc.

From events to online shopping — here are four tech trends to look out for this year according to Ashley Small. Photo courtesy of Medley

It's a new year and the perfect time to reflect on where society is at from a technological standpoint. In light of the pandemic and an overarching trend of tapping into tech to provide solutions to COVID-19-related challenges, 2021 will likely see more of these trends.

"As a business owner, it's clear to me that many of these shifts will persist long after the pandemic has ended," writes Ashley Small, founder and CEO of Medley Inc., in a guest column for InnovationMap.

From subscriptions to online shopping, Small highlighted the types of tech in the digital realm that deserve our special attention in 2021. Click here to read more.

Nicole Rogers, senior vice president at Validere, joins the Houston Innovators Podcast to discuss how her company has grown exponentially over the past year. Photo courtesy of Validere

Canadian energy tech startup doubles down on Houston and plans to scale

HOUSTON INNOVATORS PODCAST EPISODE 65

While the pandemic and last year's drop in oil prices may have caused their own set of challenges, at least one energy tech startup saw plenty of opportunity for growth amid the unprecedented times.

In 2020, Validere, which is based in Calgary and has a growing office in Houston, closed a $15 million series A round with participation from two Silicon Valley firms — Greylock and Wing Venture Capital — as well as doubled their employee base. The company has software and hardware supplychain solutions for oil and gas companies that improves visibility and trust in oil testing.

"We came out of our Q2 and Q3 having the best quarters that the company had ever had," says Nicole Rogers, senior vice president at Validere, on this week's episode of the Houston Innovators Podcast. "Many of our results were tied to our customers being forced to do something differently. When you can't earn your profits the same way you did before, you will constantly look for profits somewhere else — and we are core to that movement."

Hiring for startups is always a challenge — especially competing with both big tech and big oil companies — but Rogers says this is another example of how both the instability in oil and gas coupled with COVID-19-caused crisis played to their benefit.

Validere's technology is also beneficial to oil and gas companies who are looking to use data and supply chain optimization increase transparency in a market that is prioritizing sustainability and ESG — Environmental, Social, and Corporate Governance.

"ESG is a supply chain problem and opportunity — and that's what we do at Validere," Rogers says. "We're transforming the world's largest supply chains through the use of software, machine learning, artificial intelligence, and our staff."

Rogers, who's based in the company's Houston office, shares more about Validere's growth and opportunities in the new year — plus what she thinks Houston needs to do to maintain its status of energy capital of the world in the episode. Listen to the full interview below — or wherever you stream your podcasts — and subscribe for weekly episodes.

The Texas Medical Center has contributed to a $16 million round in a TMCx08 member company. Courtesy of TMCx

TMCx company raises $16 million, Exxon scales work with Houston drone startup, and more innovation news

Short stories

With a busy September just days away, the Houston innovation world has seen an uptick in news. Just in case you missed some, here are some short stories from Houston startups — funding, product launches, clinical trials, oh my.

TMC invests in Luma Health's recent $16 million round

Luma Health, a San Francisco-based startup and TMCx08 cohort member, has closed a $16 million Series B round. The Texas Medical Center contributed to the round, along with U.S. Venture Partners and Cisco. PeakSpan Capital lead the series.

The company has a text-first communication platform to ease and automate the provider-patient conversations. The money, per VentureBeat, will go toward scaling up business.

"As we've spent more time with patients, doctors, and healthcare teams across the country, we've seen the disconnect between patients and clinics — patients really struggle to connect with their clinic, and clinics struggle to simply get a hold of their patients," the companies founders write on their website. "The one consistent theme we've heard after now deploying Luma Health at over 300 clinics is: how can we make it easier for our patients to get started on their care journey and connect with us as they map their personal path to healing?"

ExxonMobil scales its arrangement with Houston drone company

Dyan Gibbons is the CEO of Trumbull Unmanned. Courtesy of Alice

Houston-based Trumbull Unmanned has provided its drone technology to ExxonMobil since 2014. Now, the major energy company is scaling up its involvement with the local company.

Trumbull was recently awarded a five-year Unmanned Aircraft Systems Agreement and now will expand drone data collection and inspections as part of a new contract.

"Trumbull is grateful to serve amazing clients. After conducting data collection and inspections for ExxonMobil in over 25 locations, we are excited to scale operations starting in the Americas," says Trumbull CEO Dyan Gibbens in a release. "We look forward to helping ExxonMobil integrate amazing safety, efficiency, and data-driven technology into their operations."

Houston-founded startup relocates to Austin

Ben Johnson's business idea turned into a growing company making the lives of apartment dwellers easier. Courtesy of Apartment Butler

A company founded in Houston has moved its headquarters to Austin, according to reports. Spruce — formerly known as Apartment Butler — provides luxury services (like dry cleaning, cleaning, and pet services) to apartment complexes.

Founder Ben Johnson told InnovationMap last December that, even though he's raised two rounds of funding from Houston — a $2 million Seed and a $3 million Series A — it was tough to convince venture capital firms from Houston. Houston-based Mercury Fund and Austin-based Capital Factory contributed to both the company's rounds. Princeton, New Jersey-based Fitz Gate Ventures led the Series A round, and the Houston Angel Network contributed too.

"Every single VC I pitched to wanted to require us to move to Austin as a condition to our funding," Johnson tells InnovationMap in a previous article. "I wanted to grow this business in Houston. I thought I was going to have to move to Austin because there wasn't a VC for us here."

Spruce already has a presence in Austin. The company has its services in 35 Austin-area apartment complexes, per the Austin Business Journal, as well as having Austin-based employees. Earlier this year, Spruce expanded its services to Denver, representing the first out-of-state business for the company.

Houston anti-fungal fabric fashion line launches

Accel Lifestyle is a anti-stink, ethically sourced athletic line. Courtesy of Accel

Houston entrepreneur, Megan Eddings, was disappointed with the athleticwear industry. She couldn't find a company that prioritized ethical and sustainable designs that were made with a fabric that wouldn't hold on to that strong, unpleasant sweat smell. So, a chemist by trade, she made her own.

Now, after months and months of work, Eddings has launched her company and the fitness line, Accel Lifestyle. The products are made in the United States in ethical conditions and shipped in 100 percent biodegradable packaging without any plastics involved. The custom-designed fabric — called the Prema™ fabric, which is now patent pending in 120 countries — doesn't hold onto the stink from working out, meaning consumers will be less inclined to throw them away, preventing unnecessary textile waste.

"I founded Accel Lifestyle because, even though there are so many fitness apparel companies today, none of them hit all the boxes on my checklist. I wanted to support a fashionable fitness apparel company that has an ethical supply chain (no sweatshops), and a fabric that doesn't smell. What did I find? Absolutely nothing. And, I wanted to change that," says Eddings in a release. "With my science background and experience working in science labs at University of Virginia and Brown University, it took 2.5 years to create the fabric from scratch, using the most luxurious threads available and a trade secret protected science."

Houston medical device startup releases positive clinical trial results

Photo via nanospectra.com

A Houston medical device company using nanomedicine has released early results in its clinical trials treating prostrate cancer. Nanospectra Biosciences Inc.'s AuroLase technology uses laser-excited gold-silica nanoparticles with various medical imaging tools to focally remove low to intermediate grade tumors within the prostate, according to its study outcomes published in Proceedings of the National Academy of Sciences.

"As the first ultra-focal therapy for prostate cancer, AuroLase has the potential to maximize treatment efficacy while minimizing side effects associated with surgery, radiation, and traditional focal therapies," says David Jorden, CEO of Nanospectra, in a news release. "We are encouraged by the clinical success of our feasibility study to date and look forward to the initiation, potentially next month, of the pivotal study with an expected cumulative treatment population of 100 subjects."

One of the company's co-founders, Naomi J. Halas, is a professor of biophysics at Rice University.

Canadian oil and gas company with a growing presence in Houston named finalist in World Oil awards

Validere, a Canada-based energy logistics company, is expanding in Houston. Courtesy of Validere

While Houston can't completely claim Canadian oil and gas data company Validere, the company, which has a growing presence in the Bayou City, has been named a finalist in a prestigious awards program.

Validere is a finalist in the World Oil Awards' best data management and application solution award. The company is up against technology from the likes of Schlumberger, Halliburton, Siemens, NOV, Baker Hughes, and more,

The company has created a software that allows for real-time data and both artificial and human intelligence insights to improve its clients' quality, trading, and logistics. The company's technology enhances the ability of oil and gas traders to make informed decisions, which currently are made based off unreliable product quality data. Annually, $2 trillion of product moves around the oil and gas industry, and Validere uses the Internet of Things to improve the current standard of decision making.

Of course, the energy capital of the world has been a major city for growth — something co-founder Nouman Ahmad tells InnovationMap in a previous interview.

"As we think about the long-term future of the business, Houston is one of the most important markets for us going forward," Ahmad says.

These five companies are starting 2019 out with some cash, and here's what they plan on doing with it. Getty Images

5 Houston startups beginning 2019 with new capital

Venture adventures

Finding growing Houston startups is as easy as following the money, and a few local companies are starting 2019 strong with a recent round of funding closed. InnovationMap has rounded up a few recent raises to highlight heading into the new year.

Apartment Butler

Ben Johnson's business idea turned into a growing company making the lives of apartment dwellers easier. Courtesy of Apartment Butler

Apartment Butler closed a $2 million seed funding round in October that was led by Houston-based Mercury Fund. The Houston startup partners with apartment communities to streamline services — like cleaning or dog walking — for residents.

Founder Ben Johnson recently spoke with InnovationMap about his career and the company. He says the company plans to launch in Austin this month and another market in March. Apartment Butler will also expand to microservices — smaller services that have only been available to the rich before.

The funding reportedly is being used to expand the company's footprint as well as make competitive hires.

Data Gumbo

Blockchain-as-a-service company, Data Gumbo, closed its seed fund with more money than it planned for. Getty Images

Data Gumbo, a Houston company that provides blockchain technology as a service, overachieved when it closed its seed round in August 2018. The company closed with $1.35 million, which is $300,000 more than the goal.

Led by CEO Andrew Bruce, Data Gumbo has a viable product and is producing revenue, according to a release. The company launched a full implementation of its technology on a Diamond Offshore rig this fall, which made it the first commercial installation of industrial blockchain technology.

Among the investors was Houston-based Carnrite Ventures and Silicon Valley's Plug and Play, the release notes.

Validere

Validere, a Canada-based energy logistics company, is expanding in Houston. Courtesy of Validere

While based in Canada, Validere is using its recent raise to expand into the Houston market. The seed round closed in October with $7 million raised. The company's co-founder, Nouman Ahmad, told InnovationMap in a recent article that they are focusing on expanding the Houston office and are actively hiring.

"The goal in 2019 is to be at the same stage — in terms of customer success — in the U.S. market as we were at the end of 2018 in the Canadian market," Ahmad says.

Intelligent Implants

Intelligent Implant's co-founder, Juan Pardo, told the crowd at Demo Day that his company's device allows for 50 percent faster bone growth in patients. Photo by Cody Duty/TMC

Recent graduate of the Texas Medical Center's TMCx medical devices program, Intelligent Implants created a technology that stimulates bone growth following corrective back surgery.

The Houston startup closed a funding round in October with two investors, according to Crunchbase. The total raise was reported as a $1 million Mezzanine round on AngelMD.

Saranas

Saranas Inc. is testing its technology that can detect and track internal bleeding complications. Getty Images

Saranas Inc., a Houston-based medical device company, is currently in its clinical trials thanks to a $2.8 million Series C fund that closed in May 2018. The trials are focused on the company's key device, called the Early Bird Bleed Monitoring System, which is designed to detect and track bleeding complications related to endovascular procedures. These medical procedures treat problems, such as aneurysms, that affect blood vessels.

In a story for InnovationMap, Zaffer Syed, president and CEO of Saranas, says the clinical trials are crucial for receiving approval from the U.S. Food and Drug Administration. That approval is expected this year.

---
Venture adventures will be a regular roundup on InnovationMap. If your company is in the process of closing or recently closed on a round, please email Natalie Harms at natalie@innovationmap.com.

Ad Placement 300x100

Ad Placement 300x600

CultureMap Emails are Awesome

Property Showcase

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

ai research

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

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

jobs report

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.”

View All Listings

INNOVATIONMAP EMAILS ARE AWESOME