‘Like Modern-Day Phrenology’: Will a New Slew of Mobile Apps Improve Mental Health or Put Users at Risk?

Keerthi Vedantam

Keerthi Vedantam is a bioscience reporter at dot.LA. She cut her teeth covering everything from cloud computing to 5G in San Francisco and Seattle. Before she covered tech, Keerthi reported on tribal lands and congressional policy in Washington, D.C. Connect with her on Twitter, Clubhouse (@keerthivedantam) or Signal at 408-470-0776.

‘Like Modern-Day Phrenology’: Will a New Slew of Mobile Apps Improve Mental Health or Put Users at Risk?

The pandemic has been a disaster for our mental health.

According to the Kaiser Family Foundation, the number of people experiencing depression, anxiety and other mental health issues nearly doubled among Americans. Little surprise, then, that the demand for mental health services has skyrocketed.

As the country grapples with its mental health crisis, Apple has a proposal: Turn to your phone.


The tech giant is betting that the smartphone provides a trove of data that could help alleviate common mental health struggles — though not everyone is convinced it's such a good idea.

UCLA researchers have been working with Apple to see if an iPhone can detect depression and anxiety via so-called emotion recognition, the Wall Street Journal reported in September. The project is still in early development stages, and the company has not announced what the end product will look like.

Apple's venture with UCLA will triangulate a slew of data points including facial expressions, audible cues like tone, how often and how fast people are walking, heart rate, speed and accuracy of typing and what they type to determine what signals correspond with certain mental illnesses, according to the outlet. They will also ask participants to fill out surveys about how they feel. (Apple and UCLA did not respond to requests for comment.)

"If it's true that mental health affects people's day-to-day lives, then the question is in what ways does it affect people's day-to-day lives? And in what of those ways is there something measurable?" said UCLA professor Dr. Arash Naeim, who was not involved in the research with Apple.

But activists and experts warn the technology, which would use facial expressions as a data point in determining a user's mental health, could be used to exploit the people who use it.

"We have rampant mental health issues and no good routine way of screening for them. So if you were able to develop an automated way to really understand depression, anxiety, stress levels, that's really an advancement," said Ritika Chaturvedi, a precision medicine expert at the USC Schaeffer Center. "But — as with everything in tech — without guardrails, without regulation and without really understanding what the technology is actually doing, it's rife for abuse."

Facial recognition technology has long been used to match faces to identities, and is a trusted surveillance tool of government and law enforcement agents — often at the expense of activists, journalists and immigrants.

But emotion recognition takes it to another level by using one's face and attempting to infer people's emotions, which could heighten tensions in dangerous law enforcement situations, or have racist implications (like when Google's AI classified some photos of Black people as gorillas).

"I am a deep skeptic that such technology can actually work in any meaningful way," said Mark McKenna, a privacy law professor at UCLA. (McKenna was not involved in the research with Apple.) "So I think there's a huge risk of error here in ways that could be really damaging."

McKenna points to a variety of potential nefarious uses for this technology. For example, it might be deployed as a more sophisticated lie detector test — one that looks at emotional cues to determine whether someone is anxious. It could also bolster existing technology that claims to use facial recognition to determine someone's likelihood of committing a crime.

"It's kind of like modern-day phrenology done with digital tools," he said.

Doctors Are Relying More and More on Digital Technology

Even before this latest mental health bet, Apple was on the hunt to better utilize its products to improve users' health, as noted by its recent effort to expand the Apple Watch's capabilities as a glucose monitor. It has also added tools on the smartwatch to detect irregular heart rhythms and notifications to limit audio exposure on the iPhone.

These tools can often fill in the gaps for doctors who often rely on their patients to be accurate historians about their own health, diet and emotions. Arguably, the most intimate connection anyone has is with their smartphone. If patients can't articulate they're feeling depressed, aren't even aware they are dealing with a mental health struggle, it's almost impossible to provide them with proper care as poor mental health can be the root of other health problems.

"There's a lot of potential for technology to be able to leverage more information about the individual, make a contribution in their lives and health," said Naeim, the UCLA professor. "The future is having better data and using the better data in a smarter way to better make an impact on our patients' lives and as well as empowering patients themselves."

Health Privacy in a Digital World

But Apple isn't the only company that is collecting and leveraging highly personal data points. A plethora of period-tracking apps, mental health apps and food-tracking apps have the ability to collect and sell data on their customers.

"Health privacy has always been one of the biggest categories that people have been worried about" in data privacy circles, said McKenna. "We have a regulatory system, but that regulatory system is woefully inadequate for the kinds of tools that we have now, and especially where we live in a world where everybody is creating apps to track all kinds of information."

That regulatory system, the Health Insurance Portability and Accountability Act (HIPAA), was established in 1996 to standardize how doctors stored and shared patient health information so they don't jeopardize their privacy. The law only applies to health care institutions, and it's simply a disclosure that notifies a patient how their health information can be used.

"There's a huge industry of apps and health data That aren't regulated by HIPAA because they're not health care providers," McKenna said.

According to the Journal, Apple hopes to be able to warn people they may be struggling with mental health problems and ask them to seek care. But using facial recognition as a data point to determine one's emotion has use cases that reach far beyond the realm of mental health.

Photo by Carles Rabada on Unsplash

Emotion Recognition Is the New Wave of Facial Recognition

A 2019 study by psychologists at Northeastern Universityfound that there are no objective ways to measure how one's face corresponds with emotions. Furrowing eyebrows, upturned corners of the mouth and a scrunched nose are not conclusively tied to a specific emotion. People's faces are simply constructed in different ways; pinched eyebrows on one person could be just close eyebrows on another.

That doesn't mean the technology isn't being used. 4 Little Trees, a Hong Kong company, has found success in a program that is said to be able to detect emotions in children as they attend school from home. AI-based emotion-detection software has been used on the Uyghur Muslims in China.

Chaturvedi said there needs to be guardrails put in place to make sure people can enjoy the benefits of this kind of technology without being exploited, and it would need to come from the public policy leaders and privacy experts.

"Because you need to give up a certain level of privacy, it makes it so that bad actors exploit the same technology," she said. "What we need are the guardrails to protect from harm, rather than the privacy itself being the fundamental issue."

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Salt AI’s $3M Bet, Snapchat’s Creator Cash, Rivian’s EV Tech, and ŌURA’s $200M Win

🔦 Spotlight

Happy Friday, LA - let’s dive right in to this week’s highlights:

Salt AI, a forward-thinking AI startup based in Los Angeles, has secured a $3 million seed funding round led by Morpheus Ventures with participation from Struck Capital, among others, to tackle the complexity of managing workflows.Salt AI's blog details how its platform centralizes tools like CRM systems, project management software, and data trackers into one interface, eliminating inefficiencies and freeing up teams to focus on meaningful work. With new funding in hand, Salt plans to scale its platform and expand its reach, a move that underscores how AI can solve everyday business challenges.

Image Source: Salt AI - Aber Whitcomb

While Salt AI focuses on the workplace, Snapchat is doubling down on creators, with its latest updates introducing revenue-sharing opportunities and direct monetization features. The company’snewsroom update outlines how enhanced analytics will help creators better understand their audiences and sustain their work. The platform's latest updates introduce revenue-sharing opportunities and direct monetization features, along with analytics that give creators deeper insights into their audience. By making it easier for creators to grow and sustain their work, Snapchat positions itself as a key player in the creator economy, offering features that rival platforms like YouTube and TikTok.

Image Source: Snap

On the roads, Rivian is redefining what it means to drive an electric vehicle. The company’s latest software update includes advanced route planning, energy management tools, and customization options that make every trip more intuitive and efficient. Additionally, Rivian has introduced new entertainment features, including Google Cast, YouTube, and SiriusXM, as featured in Rivian’ssoftware spotlight, enhancing the in-cabin experience for drivers and passengers alike. This isn’t just about convenience; Rivian is showing how thoughtful software design can elevate the entire EV experience, blending practicality with sophistication.

Image Source: Rivian

ŌURA is making headlines with a fresh $200 million Series D funding round, with participation from Fidelity Management & Research Company and Dexcom, which now values the company at $2.55 billion. This investment, as reported byBusiness Wire, highlights the growing demand for wearable health technology and positions ŌURA as a leader in the space. With its sleek design and emphasis on actionable health insights, the funding will enable ŌURA to expand its reach and further integrate wearables into daily health management, strengthening its position in the competitive health tech market. With this funding, ŌURA aims to reach more users and expand its capabilities, further embedding wearables into daily health management.

Image Source: ŌURA

Stay tuned as Salt AI, Snapchat, Rivian, and ŌURA continue to evolve, offering us new ways to work, connect, and live better.

🤝 Venture Deals

    LA Venture Funds
      • Undeterred Capital participated in a $7M Seed funding round for Portal, a Watertown, Mass.-based biotech company specializing in advanced intracellular delivery technology to drive innovations in biological research and cellular therapeutics. - learn more
      • Vamos Ventures participated in a $7.9M Series A funding round for Culina Health, a Hoboken, NJ-based company that provides personalized, science-based virtual nutrition care by connecting patients with registered dietitians, with plans to use the funds to expand its offerings for dietitians and patients, implement AI-driven tools to enhance care efficiency, and strengthen its leadership team through key hires. - learn more
      • Humans Ventures participated in a $3.8M Seed funding round for Hamming.ai, a San Francisco-based company specializing in automated tools for testing and optimizing voice agents, with plans to expand its platform, enhance reliability and perform, and accelerate product development. - learn more
      • Fifth Wall led, with participation from Starshot Capital and others, in a $9.5M Series A funding round for Mojave, a Sunnyvale, CA-based company developing energy-efficient commercial air conditioning technology. The funds will be used to accelerate the adoption of its innovative systems and reduce energy consumption in the cooling industry. - learn more
      • ReMY Investors participated in a $17M Series B funding round for Scripta Insights, a company that leverages data analytics to help employers and healthy plans reduce prescription drug costs, with the funds aimed at expanding its platform and scaling operations. - learn more
      • Mantis VC participated in a $16.5M funding round for Nuon, a company specializing in Bring Your Own Cloud (BYOC) solutions that streamline AI, data, and infrastructure software deployment. The funds will support product development, readiness for general availability in 2025, and efforts to expand customer acquisition. - learn more
      • B Capital participated in a $102M Series C funding round for Precision, a company developing minimally invasive brain-computer interfaces to treat neurological disorders, with plans to use the funds to expand its team, advance clinical research, and refine its AI-powered brain implant for helping users with severe paralysis operate digital devices using their thoughts. - learn more
      • The Games Fund led a $3M Seed funding round for Dark Passenger, a Poland-based game studio founded by veterans of The Witcher 3 and Cyberpunk 2077, to create an unannounced, innovative, first-person multiplayer PvPvE stealth-action game set in a distinctive universe inspired by feudal Japan and martial arts cinema. - learn more

          LA Exits

          • Calliope Networks, a generative AI company providing licensed media content like movies, TV shows, and news, has been acquired by Protege to strengthen its platform’s capabilities in advancing AI development. - learn more

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              Momentum in Motion: IPOs, Partnerships, and Innovation

              🔦 Spotlight

              Happy Friday, Los Angeles!

              Last week, we dove into some of the major moves shaping LA’s tech scene, from ServiceTitan’s IPO ambitions to Anduril’s AI advancements. This week, the story continues with new milestones and updates that reveal how quickly the landscape is evolving. Here’s what’s happening now:

              ServiceTitan’s IPO: A Fintech Spark

              ServiceTitan’s initial public offering has proven to be a resounding success.The Glendale-based company priced its IPO at $71 per share, significantly above the anticipated range of $52 to $57. On its first trading day, shares opened at $101 and closed at $101.20, marking a 43% increase and valuing the company at nearly $9 billion. This impressive debut underscores ServiceTitan’s growing influence in the trades software space and signals a potential trend for other fintech leaders to watch closely. Read more about ServiceTitan's IPO success here.

              Anduril Industries: Expanding the Horizon

              We recently covered Anduril’s groundbreaking partnership with OpenAI, emphasizing the growing role of AI in defense. This week, Anduril continues to make headlines with new developments and collaborations that underscore its commitment to reshaping national security and autonomous technology:

              • Partnership with Palantir:Anduril and Palantir are teaming up to accelerate AI capabilities in defense. Together, they aim to integrate Palantir’s advanced data analytics with Anduril’s autonomous systems, creating a platform capable of delivering actionable intelligence in real time. This partnership is expected to enhance battlefield decision-making, reduce operational risks, and maintain U.S. leadership in defense technologies. Read more about the partnership here.
              • Dive XL Autonomous Submarine: Anduril’s Dive XL submarine is setting new standards for maritime autonomy. This long-endurance unmanned vehicle can operate in harsh underwater environments for extended periods, providing capabilities for intelligence gathering, surveillance, and reconnaissance. With its modular design, Dive XL supports a range of payloads, making it a versatile asset for maritime security. Learn more about Dive XL here.
              • Archer VTOL Aircraft Partnership: Anduril’s collaboration with Archer Aviation is pushing the boundaries of autonomous flight technology. This partnership leverages Archer’s expertise in vertical takeoff and landing (VTOL) aircraft to complement Anduril’s advanced defense systems. By integrating Anduril’s cutting-edge AI capabilities with Archer’s innovative designs, the companies aim to create next-generation solutions for tactical military operations. This partnership reflects a shared commitment to innovation and positions both companies as leaders in reshaping the future of aerial defense. Details about the partnership are available here.

              Writers Guild Challenges AI in Hollywood

              The Writers Guild of America (WGA) continues its efforts to address the growing influence of AI in entertainment. In recent negotiations, the Guild has pushed for clear boundaries on the use of generative AI in scriptwriting, emphasizing the need to protect writers’ rights and creative integrity. As the industry grapples with the implications of this technology, the WGA’s stance highlights an ongoing effort to balance innovation with fairness in Hollywood. Read more about the Guild’s actions here.

              Our thoughts are with the residents of Malibu as they face wildfires fueled by Santa Ana winds, which have displaced many and disrupted communities, including Pepperdine University. For resources during emergencies, explore ourguide to the top tech apps for natural disasters, highlighting tools to support preparation and safety.

              From tech breakthroughs to creative industry challenges, the region’s innovation engine shows no signs of slowing. As 2024 approaches, one thing is clear: the momentum isn’t slowing down.


              ✨ Featured Event ✨

              2024 PledgeLA Catalyst Awards

              Image Source: Instagram: PledgeLA

              Catalyst Awards to Honor Inspiring Entrepreneurs and Emerging Managers in Venture Capital, Catalysts Improving Access to Capital Across Los Angeles

              PRINCIPALS AND HOSTS: The Annenberg Foundation and PledgeLA, the initiative launched in 2018 by the Annenberg Foundation and the City of Los Angeles to promote equity and increase access to capital for L.A.-based startups and investors from underrepresented backgrounds.

              WHEN: Wednesday, December 18, 2024 at 5:30 p.m. PST.

              WHERE: Register to See Address Los Angeles, California

              RSVP HERE

              🤝 Venture Deals

                LA Venture Funds
                  • Alpha Edison led a $27M Series A funding round, joined by Acre Venture Partners, ReMY, among others, for One Bio, a UC Davis spinoff based in California that is developing biotech solutions to bridge the dietary fiber gap, with plans to scale production and expand its product offerings. - learn more
                  • Gideon Strategic Partners participated in a $110M Series C funding round for Capstan Medical, a Santa Cruz-based company developing robotics technology for heart disease treatment, with the funds aimed at advancing clinical trials and preparing for commercialization. - learn more
                  • Riot Ventures led a $10.1M Seed funding round for Deterrence, a company developing automated solutions for energetics production, including explosives and propellants, with participation from Impatient Ventures and others, to scale its technology, improve manufacturing efficiency, and meet growing industry demands. - learn more
                  • Chapter One Ventures participated in a $12M Series A funding round for Hyperbolic, a San Francisco-based AI company specializing in predictive analytics for supply chain optimization, with plans to use the funds to enhance its technology platform and expand its team. - learn more
                  • Blue Bear Capital participated in a $35M Series C financing round for Raptor Maps, a Boston-based company that provides software solutions for solar asset management. The funds will be used to enhance their AI-driven platform, expand global operations, and support the growing needs of the renewable energy industry. - learn more
                  • Behind Genius Ventures and Night Ventures, among others, participated in a $3M Pre-Seed funding round for Moldco, a Boston-based company providing digital, evidence-based care, treatments, and lab testing to help individuals reclaim their health from mold toxicity, with plans to use the funds to expand operations nationwide in 2025. - learn more,
                  • Regeneration.VC co-led a €8M Series A funding round for Orbisk, a Netherlands-based company that develops AI-powered food waste monitoring systems for the hospitality industry, with plans to use the funds to expand internationally and enhance their technology platform - learn more
                  • Mucker Capital participated in a $17M Series A funding round for Ask Sage, an Arlington, VA-based company offering a generative AI platform for government and commercial sectors, with plans to use the funds to expand its AI capabilities, drive growth, and increase its workforce. - learn more
                  • Magnify Ventures participated in a $8M Series A funding round for MiSalud Health, digital health platform offering affordable, same-day bilingual telehealth consultations in Spanish and English to better serve Hispanic communities in the U.S. and Mexico. With a focus on improving access for Spanish-speaking individuals, the company aims to address the growing demand for culturally and linguistically appropriate healthcare solutions as the Hispanic population continues to expand rapidly in the U.S.. - learn more

                    LA Exits

                    • Elios Vision, a company specializing in innovative glaucoma treatment technologies, has been acquired by Bausch + Lomb to strengthen its portfolio in addressing the needs of glaucoma patients. The acquisition brings Elios Vision's cutting-edge solutions into Bausch + Lomb's comprehensive eye health offerings, expanding its capabilities to provide advanced care for this critical condition. - learn more
                    • OceanX, a provider of subscription-focused fulfillment and logistics solutions, has been acquired by Cart.com to enhance its end-to-end e-commerce platform and expand its capabilities in subscription management and order fulfillment. - learn more

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                      Mars, Money, and Makeovers : LA’s Big Week

                      🔦 Spotlight

                      Happy Friday, LA!

                      This week has been full of energy in LA’s tech world, with some big moves that are hard to ignore. From a local company going public to bold partnerships and exciting projects, here’s a look at the stories driving conversations and shaping what’s happening right now.

                      ServiceTitan's IPO Ambitions

                      Image Source: ServiceTitan - Cofounders Ara Mahdessian & Vahe Kuzoyan

                      ServiceTitan, a Glendale-based software leader for tradespeople like plumbers, electricians, and HVAC technicians, is gearing up for a major step forward: its initial public offering. The company plans to offer 8.8 million shares priced between $52 and $57, targeting a valuation of up to $5.16 billion. Trading under the ticker “TTAN” on the Nasdaq, ServiceTitan’s IPO is backed by financial heavyweights Goldman Sachs and Morgan Stanley. ServiceTitan’s software simplifies essential tasks such as scheduling and payments for trades professionals, providing much-needed solutions in an industry frequently underserved by technology. The IPO reflects both the company’s rapid growth and a broader trend of integrating advanced tools into foundational industries.

                      SpaceX: Shooting for the Stars (and $350 Billion)

                      Image Source: SpaceX

                      SpaceX is on the verge of solidifying its place as the world’s most valuable startup, with insiders estimating a valuation of $350 billion, according to Forbes. It’s not just about rockets anymore; this company has its sights on global internet domination with Starlink and a future where Mars isn’t just science fiction. Investors are clearly betting big on SpaceX’s ability to pull off the impossible—time and time again. The company’s achievements not only redefine the limits of private enterprise but also establish SpaceX as a key player in reshaping humanity’s relationship with space. For the LA tech scene, SpaceX’s valuation is more than a number; it’s a reminder of what’s possible when ambition meets execution. The question isn’t “what’s next?”—it’s “what’s not?”

                      Anduril x OpenAI: The Future of AI Defense

                      Image Source: Anduril

                      In a move that underscores the rapid convergence of defense and cutting-edge AI, Costa Mesa-based Anduril Industries announced a partnership with OpenAI. This collaboration aims to bolster U.S. leadership in artificial intelligence while enhancing national security capabilities. Anduril, known for its autonomous defense technologies, is leveraging OpenAI’s advanced AI systems to supercharge its offerings. The implications? Think faster decision-making and smarter tech on the battlefield. This partnership not only signals Anduril’s commitment to innovation but also highlights the growing importance of AI in reshaping defense.

                      The Rose Bowl Legacy: Preserving an Icon

                      Image Source: VisitPasadena

                      The Rose Bowl, Pasadena’s iconic stadium and a symbol of Southern California’s rich history, is gearing up for an $80 million transformation as part of its "Lasting Legacy Campaign." This effort isn’t just about preparing for the 2028 Olympics—it’s about enhancing the fan experience while staying true to the venue’s historic roots. From new field-level club seats to a cutting-edge videoboard, upgraded Wi-Fi, and even a refurbished marquee sign, this project balances nostalgia with modern innovation. The Rose Bowl has always been more than just a stadium—it’s a cultural landmark that represents LA’s ability to honor its past while embracing the future. If there’s a place that embodies where history meets progress, it’s here.

                      2024 Wrapped: Your Year in Music

                      Image Source: Spotify

                      As the year winds down, music lovers are diving into Spotify Wrapped and Apple Music Replay 2024. These features don’t just highlight our favorite tracks; they showcase how deeply music integrates into our daily lives and memories. For anyone in the tech or startup world, these features are a masterclass in how data-driven personalization can deepen user loyalty and turn casual interactions into powerful engagement.

                      Whether it’s setting the stage for the next space frontier, advancing national security with AI, or revitalizing a cultural landmark, this week’s stories remind us that progress is as much about preserving what matters as it is about reaching for what’s next.


                      🤝 Venture Deals

                      LA Companies

                      • Nectir, an educational technology company that allows educators to design customized AI teaching assistants providing students with 24/7 personalized support, has raised a $4M Seed funding round led by Long Journey Ventures to develop new features and expand its team. - learn more
                      • Talus Network, a blockchain platform merging AI and decentralized tech to create smart agents, has raised a $6M Strategic funding round led by Polychain Capital at a $150M valuation to advance its ecosystem, including Protochain, Nexus, and an AI dating app. - learn more
                      LA Venture Funds
                      • Plus Capital participated in a $35M Series B funding round for Sage, a New York-based company specializing in senior living operations, to enhance its technology platform and expand its services across the U.S. and internationally - learn more
                      • Supply Chain Capital led a $4.5M Seed funding round for Celleste Bio, a cocoa tech company specializing in cell-cultured cocoa production, to scale its manufacturing capabilities and accelerate sustainable cocoa innovation. - learn more
                      • Village Global co-led a $5.75M Seed funding round for Across AI, a San Francisco-based startup developing AI-driven enterprise solutions, to accelerate product development and expand its team. - learn more
                      • M13 led a $5.4M Seed funding round for Cat Labs, an Austin-based startup focused on combating crypto and AI-enabled crime, with the funds being used to develop tools and services that address digital asset security threats. - learn more
                      • Chapter One Ventures participated in a $4M Seed funding round for Fiamma, a Singapore-based startup focused on decentralized finance infrastructure, with the funds being used to develop innovative tools for secure and efficient on-chain lending. - learn more
                      • The Games Fund participated in a $3M funding round for Playgama, a gaming platform that simplifies the distribution and monetization of HTML5 games across various platforms; the investment will be used to enhance their Platform-as-a-Service ecosystem, including monetization, quality assurance, and management tools. - learn more
                      • Fika Ventures led a $6M Seed funding round for StretchDollar, a Pittsburgh and San Francisco-based fintech startup that simplifies health benefits for small businesses through a self-service platform; the funds will be used to enhance their platform and expand their team. - learn more
                      • OCV participated in a $27.6M funding round for OSSIO, a Woburn, Massachusetts-based medical device company specializing in bio-integrative orthopedic implants; the funds will accelerate commercial efforts, including new product development and establishing a manufacturing and training center in Florida. - learn more
                      • Avalaunch participated in a $6.5M Seed funding round for Avant, a Palo Alto-based decentralized finance protocol that issues a "stable-value" token called avUSD, to scale its crypto yield products. - learn more
                      • Rebel Fund participated in a $2.5M Seed funding round for Circleback, a San Francisco startup that uses AI to generate meeting notes and action items, integrating with platforms like HubSpot and Notion; the funding will support expansion and development. - learn more

                      LA Exits

                      • Of Kos, formerly VMed, a healthcare marketing agency specializing in digital and creative solutions, has been acquired by ONAR, a global network of marketing agencies, as part of its expansion into the healthcare marketing sector. - learn more
                      • Rhapsody Voices, a boutique podcast network representing leading content creators and offering tailored solutions for revenue growth through sponsorship representation, content creation, strategy, and marketing, has been acquired by Evergreen Podcasts. - learn more
                      • TEDIVO, a Long Beach-based software provider specializing in container supply chain tools like BAPLIE Viewer Online, has been acquired by Lynxis to enhance its port orchestration products and improve cargo management efficiency. - learn more

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