AI Is Undergoing Some Growing Pains at a Pivotal Moment in Its Development

Lon Harris
Lon Harris is a contributor to dot.LA. His work has also appeared on ScreenJunkies, RottenTomatoes and Inside Streaming.
AI Is Undergoing Some Growing Pains at a Pivotal Moment in Its Development
Evan Xie

One way to measure just how white-hot AI development has become: the world is running out of the advanced graphics chips necessary to power AI programs. While Intel central processing units were once the most sought-after industry leaders, advanced graphics chips like Nvidia’s are designed to run multiple computations simultaneously, a baseline necessity for many AI models.

An early version of ChatGPT required around 10,000 graphics chips to run. By some estimates, newer updates require 3-5 times that amount of processing power. As a result of this skyrocketing demand, shares of Nvidia have jumped 165% so far this year.

Building on this momentum, this week, Nvidia revealed a line-up of new AI-related projects including an Israeli supercomputer project and a platform utilizing AI to help video game developers. For smaller companies and startups, however, getting access to the vital underlying technology that powers AI development is already becoming less about meritocracy and more about “who you know.” According to the Wall Street Journal, Elon Musk scooped up a valuable share of server space from Oracle this year before anyone else got a crack at it for his new OpenAI rival, X.AI.

The massive demand for Nvidia-style chips has also created a lucrative secondary market, where smaller companies and startups are often outbid by larger and more established rivals. One startup founder compares the fevered crush of the current chip marketplace to toilet paper in the early days of the pandemic. For those companies that don’t get access to the most powerful chips or enough server space in the cloud, often the only remaining option is to simplify their AI models, so they can run more efficiently.

Beyond just the design of new AI products, we’re also at a key moment for users and consumers, who are still figuring out what sorts of applications are ideal for AI and which ones are less effective, or potentially even unethical or dangerous. There’s now mounting evidence that the hype around some of these AI tools is reaching a lot further than the warnings about its drawbacks.

JP Morgan Chase is training a new AI chatbot to help customers choose financial securities and stocks, known as IndexGPT. For now, they insist that it’s purely supplemental, designed to advise and not replace money managers, but it may just be a matter of time before job losses begin to hit financial planners along with everyone else.

A lawyer in New York just this week was busted by a judge for using ChatGPT as part of his background research. When questioned by the judge, lawyer Peter LoDuco revealed that he’d farmed out some research to a colleague, Steven A. Schwartz, who had consulted with ChatGPT on the case. Schwartz was apparently unaware that the AI chatbot was able to lie – transcripts even show him questioning ChatGPT’s responses and the bot assuring him that these were, in fact, real cases and citations.

New research by Marucie Jakesch, a doctoral student from Cornell University, suggests that even users who are more aware than Schwartz about how AI works and its limitations may still be impacted in subtle and subconscious ways by its output.

Not to mention, according to data from Intelligent.com, high school and college students already – on the whole – prefer utilizing ChatGPT for help with schoolwork over a human tutor. The survey also notes that advanced students tend to report getting more out of using ChatGPT-type programs than beginners, likely because they have more baseline knowledge and can construct better and more informative prompts.

But therein lies the big drawback to using ChatGPT and other AI tools for education. At least so far, they’re reliant on the end user writing good prompts and having some sense about how to organize a lesson plan for themselves. Human tutors, on the other hand, have a lot of personal experience in these kinds of areas. Someone who instructs others in foreign languages professionally probably has a good inherent sense of when you need to focus on expanding your vocabulary vs. drilling certain kinds of verb and tense conjugations. They’ve helped many other students prepare for tests, quizzes, and real-world challenges, while computer software can only guess at what kinds of scenarios its proteges will face.

A recent Forbes editorial by academic Thomas Davenport suggests that, while AI is getting all the hype right now, other forms of computing or machine learning are still going to be more effective for a lot of basic tasks. From a marketing perspective in 2023, it’s helpful for a tech company to throw the “AI” brand around, but it’s not magically going to be the answer for every problem.

Davenport points to a similar (if smaller) whirlwind of excitement around IBM’s “Watson” in the early 2010s, when it was famously able to take out human “Jeopardy!’ champions. It turns out, Watson was a general knowledge engine, really best suited for jobs like playing “Jeopardy.” But after the software gained celebrity status, people tried to use it for all sorts of advanced applications, like designing cancer drugs or providing investment advice. Today, few people turn to Watson for these kinds of solutions. It’s just the wrong tool for the job. In that same way, Davenport suggests that generative AI is in danger of being misapplied.

While the industry and end users both race to solve the AI puzzle in real time, governments are also feeling pressure to step in and potentially regulate the AI industry. This is much easier said than done, though, as politicians face the same kinds of questions and uncertainty as everyone else.

OpenAI CEO Sam Altman has been calling for governments to begin regulating AI, but just this week, he suggested that the company might pull out of the European Union entirely if the regulations were too onerous. Specifically, Altman worries that attempts to narrow what kinds of data can be used to train AI systems – specifically blocking copyrighted material – might well prove impossible. “If we can comply, we will, and if we can’t, we’ll cease operating,” Altman told Time. “We will try, but there are technical limits to what’s possible.” (Altman has already started walking this threat back, suggesting he has no immediate plans to exit the EU.)

In the US, The White House has been working on a “Blueprint for an AI Bill of Rights,” but it’s non-binding, just a collection of largely vague suggestions. It’s one thing to agree “consumers shouldn’t face discrimination from an algorithm” and “everyone should be protected from abusive data practices and have agency over how their data is used.” But enforcement is an entirely different animal. A lot of these issues already exist in tech, and are much larger than AI, and the US government already doesn’t do much about them.

Additionally, it’s possible AI regulations won’t work well at all if they aren’t global. Even if you set some policies and get an entire nation’s government to agree, how to set similar worldwide protocols? What if US and Europe agree but India doesn’t? Everyone around the world accesses roughly the same internet, so without any kind of international standard, it’s going to be much harder for individual nations to enforce specific rules. As with so many other AI developments, there’s inherent danger in patchwork regulations; it could allow some companies, or regions, or players to move forward while others are unfairly or ineffectively stymied or held back.

The same kinds of socio-economic concerns around AI that we have nationally – some sectors of the work force left behind, the wealthiest and most established players coming in to the new market with massive advantages, the rapid spread of misinformation – are all, in actuality, global concerns. Just as the hegemony of Microsoft and Google threaten the ability of new players to enter the AI space, the West’s early dominance of AI tech threatens to push out companies and innovations from emerging markets like Southeast Asia, Subsaharan Africa, and Central America. Left unfettered, AI could potentially deepen social, economic, and digital divisions both within and between all of these societies.

Undaunted, some governments aren’t waiting around for these tools to develop any further before they start attempting to regulate them. New York City has already set up some rules about how AI can be used during the hiring process while will take effect in July. The law requires any company using AI software in hiring to notify candidates that it’s being used, and to have independent auditors check the system annually for bias.

This sort of piecemeal figure-it-out-as-we-go approach is probably what’s going to be necessary, at least short-term, as AI development shows zero signs of slowing down or stopping any time soon. Though there’s some disagreement among experts, most analysts agree with Wharton professor and economist Jeremy Siegel, who told CNBC this week that AI is not yet a bubble. He pointed to the Nvidia earnings as a sign the market remains healthy and not overly frothy. So, at least for now, the feverish excitement around AI is not going to burst like a late ‘90s startup stock. The world needs to prepare as if this technology is going to be with us for a while.

This Week in LA: Robotaxis, Reels & a $100K Challenge

🔦 Spotlight

Happy Friday, LA,

It’s Coachella Weekend 2, which means fewer cars on the road, easier restaurant reservations, and just enough quiet to hear the next wave of innovation humming through the city. This week, we’re watching more driverless cars roll in, Instagram remix your Reels feed, and a $100K climate challenge call for startups. Let’s get into it.

🚕 Zoox Is Bringing Its Robotaxis to LA

Image Source: Zoox

Amazon-owned Zoox just announced that its futuristic, steering wheel–less robotaxis are heading to Los Angeles. The company has begun mapping the city as it gears up to launch a fully autonomous ride-hailing service. These aren’t retrofitted Teslas; they’re bidirectional vehicles built specifically for autonomy, with no front, no back, and no driver seat.

It’s Zoox’s first major push beyond Northern California and Las Vegas, and it's a signal that LA is being positioned as a proving ground for next-gen transportation. As the city preps for the 2028 Olympics, Zoox is hoping to help LA reimagine what mobility looks like without a human behind the wheel.

👀 More on that here:Zoox’s LA Expansion

💬 Instagram’s New “Blend” Feature

Image Source: Instagram

Instagram just announced “Blend,” a new feature that creates a private Reels feed curated for you and a friend based on your shared interests. It’s like a personalized explore page, but just for two. Think Spotify Blend, but with more memes and fewer breakup ballads.

It’s currently in testing, but if rolled out broadly, Blend could change how creators build community and how content spreads in smaller, more intimate algorithmic circles.

🔥 LACI Launches the LA Resilient Rebuilding Cup

100 days after the Palisades and Eaton fires swept through parts of LA, the Los Angeles Cleantech Incubator (LACI) is launching a new initiative: the LA Resilient Rebuilding Cup. It’s a pitch competition aimed at finding startup solutions to help LA rebuild stronger and greener.

Up to $100,000 in prizes and piloting funds are up for grabs. Finalists will pitch live on July 10 in Downtown LA, and selected winners will get the opportunity to bring their technologies to fire-affected communities. Focus areas include fire detection, renewable energy, air quality, mental health tools, resilient construction, and more.

Startups have until May 30 to apply.
📍 Apply here


🤝 Venture Deals

LA Companies

  • Parallel Systems, a Los Angeles-based company developing autonomous battery-electric railcars, has raised $38M in a Series B funding round led by Anthos Capital, with participation from Riot Ventures and others. The funding will support the commercialization of its technology, including the launch of its first commercial pilot in Georgia. This pilot, approved by the Federal Railroad Administration, will test self-propelled intermodal flatcars over a 160-mile stretch, aiming to offer a more efficient and sustainable alternative to short-haul trucking. Parallel Systems plans to use the funds to scale production of its Generation 3 vehicles and expand operations in the U.S. and Australia. - learn more

LA Venture Funds

  • Bonfire Ventures led a $7.5M seed funding round for 1Fort, a New York-based startup that automates commercial insurance workflows for brokers using AI. Village Global and others participated in the round. 1Fort's platform streamlines the insurance process by automating tasks such as application completion, quote retrieval, and policy binding, helping brokers secure better coverage for clients more efficiently. The funds will be used to enhance the platform's AI capabilities, expand the team, and grow partnerships with carriers and brokers across the U.S. - learn more
  • Strong Ventures led an ₩800 million pre-Series A funding round for LunchLab, a Seoul-based B2B startup offering corporate lunch subscription services. LunchLab provides daily lunchbox deliveries and post-meal dish collection for companies, streamlining office meal logistics. The funds will be used to expand production capacity, enhance delivery operations across Seoul, and improve their proprietary ordering app. - learn more
  • CIV participated in Crux's recent $50M Series B funding round, supporting the company's mission to streamline financing for clean energy and manufacturing projects. Crux, based in New York, operates a capital markets platform that facilitates transactions such as transferable tax credits and debt financing, aiming to enhance liquidity and efficiency in the clean economy sector. The newly acquired funds will be utilized to expand Crux's network of market participants, enhance its software infrastructure, and scale its operations to meet the growing demand for clean energy financing solutions. - learn more
  • Finality Capital Partners participated in the $11M seed funding round for Optimum, a startup incubated at MIT and based in Cambridge, Massachusetts. Optimum is developing a decentralized memory layer for Web3, utilizing Random Linear Network Coding (RLNC) to enhance data storage and propagation across blockchain networks. The funds will be used to advance Optimum's technology and expand its team to address scalability challenges in decentralized systems. - learn more
  • TIME BioVentures participated in Phantom Neuro's recent $19M Series A funding round. Based in Austin, Texas, Phantom Neuro is developing a minimally invasive neural interface called Phantom X, designed to enable intuitive control of prosthetic limbs and robotic exoskeletons. The new funding will support the company's first human trials, preclinical testing, regulatory submissions, and expanded research and development for broader applications of its technology beyond prosthetic limbs. - learn more
  • Veridical Ventures participated in a $2M seed funding round for SlashExperts, a San Francisco-based B2B platform that connects prospective buyers with existing customers to facilitate authentic peer conversations. This approach aims to build trust and expedite sales processes. The funds will be used to enhance the platform's features, ensuring seamless and effective connections between buyers and users. - learn more
  • F4 Fund participated in Boby.ai's $1.25M seed funding round, supporting the Istanbul-based startup's mission to develop AI-powered mobile applications. Boby.ai, founded by Gökçe Nur Oğuz, Onur Olgun, and Berat Oğuz, focuses on creating user-friendly AI tools for end-users, such as their flagship app Mozart.ai, which enables users to generate personalized music using AI. The funding will be used to expand the team and develop new AI-based mobile products. - learn more
  • Riot Ventures and Impatient Ventures participated in Blue Water Autonomy's recent $14M seed funding round. Based in Boston, Massachusetts, Blue Water Autonomy is developing fully autonomous, unmanned ships designed to operate on the open ocean for extended periods. The company plans to use the funds to expand its engineering team, accelerate ship testing, and integrate various payloads onto its platform. - learn more
  • Aliavia Ventures led a $1M pre-seed funding round for InsightWise, an AI-powered platform based in Sydney, Australia, designed to streamline the consulting process by automating tasks such as proposal development and strategy creation. The funding will be used to enhance the platform's capabilities and support expansion into the U.S. market. - learn more

LA Exits

  • Pex, a leading provider of digital rights technology, has been acquired by Vobile, a global leader in digital content protection and transaction services. This acquisition enhances Vobile's services for the music industry and strengthens its position as a global solution provider for digital audio content. - learn more

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Rain's Latest Funding Fuels the Future of Financial Wellness

🔦 Spotlight

Happy Friday,

This week, the LA tech scene buzzed with news that Rain, a leader in financial wellness, hassecured $75 million in Series B equity funding, spearheaded by Prosus. This isn't just another funding round; it's a pivotal chapter in Rain's mission to transform how American workers interact with their earnings.

Since its inception, Rain has been at the forefront of innovation in financial technology, particularly with its earned wage access solutions. The concept was simple yet revolutionary: allow workers to access their earned wages instantly, mitigating financial stress and dependency on high-interest payday loans. This vision quickly gained traction, propelling Rain from a promising startup to a key player in the fintech space.

What makes this Series B funding particularly noteworthy is what it represents on a larger scale. It's not just an influx of capital but a strong endorsement of Rain's potential to expand even further. With previous rounds fueling their initial growth and strategic partnerships, such as their notablecollaboration with Marqeta to enhance payment technologies, Rain has steadily built a foundation not just for success but for significant impact.

As Rain secures this significant new funding, their initiative to reshape financial wellness is set to expand dramatically, showcasing the profound impact tech can have on everyday financial challenges.

Looking forward to seeing how their innovations will drive change in the financial landscape.

🤝 Venture Deals

LA Companies

  • Dosen, a Los Angeles-based HRtech startup founded by Ronan Wall, Victor Burke, and Cian McCarthy, has secured $2.3M in an oversubscribed pre-seed funding round led by Affinity Ventures. The company offers an AI-powered platform that aligns employee-led learning with business goals through personalized, gamified development programs. The funds will be used to scale the platform, enhance AI-driven personalized learning, and improve employee engagement and productivity. - learn more
  • Plug, a Santa Monica-based company operating an EV-exclusive wholesale online auction platform, has secured $6.7M in an oversubscribed seed funding round led by Floodgate, Autotech Ventures, and A*. The company has also launched Plug Trade Desk™, the first EV-focused service designed to help dealers confidently price, move, and monetize trade-ins. The newly acquired funds will be used to enhance Plug's technology and expand its services, aiming to support dealers in navigating the growing used EV market. - learn more
  • Gallatin AI, a defense tech startup, has raised $15M in seed funding led by 8VC to scale its AI-powered logistics platform, Navigator. The tool helps military logisticians predict, plan, and execute operations more efficiently in contested environments. Funds will be used to expand the team and deploy the platform across military services. - learn more
  • BLNG AI, a generative AI platform based in Los Angeles and Paris, raised $3M in seed funding led by Speedinvest to streamline jewelry design by turning sketches into photorealistic renderings and animations. The funding will support commercialization, team expansion in Europe and the U.S., and the launch of a subscription-based app for luxury brands and independent jewelers. - learn more
  • Amca, a newly launched aerospace company focused on modernizing the industrial supply chain, has raised $76M in funding from investors including Caffeinated Capital, Founders Fund, Lux Capital, Andreessen Horowitz, and others. The company plans to acquire specialized suppliers and develop new aerospace products, aiming to strengthen and future-proof the sector’s manufacturing and innovation capabilities. - learn more
  • Turbine Finance Corp., a Santa Monica, California-based data science-driven liquidity platform, has raised a total of $21.75M in equity funding, comprising a $13M Series A round co-led by Alpha Edison and TTV Capital, and a previously unannounced $8.75M seed round with participation from Fin Capital, B Capital, and Sozo Ventures. Additionally, the company secured up to a $100M warehouse facility from Silicon Valley Bank to provide credit facilities to venture investors. The combined funding of $121.75M will be used to deploy the warehouse line and expand Turbine's data science team. Turbine's platform enables private equity and venture firms to offer limited partners access to the value of their portfolio investments without reducing exposure, leveraging machine learning to expedite underwriting processes. - learn more
  • Gente Beauty, an innovative Brazilian body care brand, has received a lead investment from Webster Capital, a private equity firm specializing in consumer and healthcare sectors. This partnership aims to support Gente Beauty's growth and expansion in the beauty industry. - learn more
            LA Venture Funds
            • Alexandria Investment Partners participated in a $41M Series A round for Solu Therapeutics, a Boston-based biotech company developing targeted protein degradation therapies. The funding will advance its lead candidate, STX-0712, which recently entered a Phase 1 clinical trial for CMML and other advanced blood cancers. - learn more
            • Calibrate Ventures participated in SigIQ.ai's $9.5M seed funding round. SigIQ.ai, based in Berkeley, California, is an AI tutoring startup focused on providing personalized education through advanced AI models. The funds will be used to hire top talent, enhance their AI models, and scale their platforms to educational systems worldwide. - learn more
            • Rusheen Capital Management participated in Zero Industrial's $10M Series A funding round, aiming to accelerate the development of thermal energy storage solutions in North America. Zero Industrial focuses on deploying large-scale thermal energy storage projects to enhance energy efficiency and support decarbonization efforts. The funding will be used to expand their project pipeline and advance the commercialization of their technology. - learn more

            LA Exits

            • Bread Beauty Supply has been acquired by Cost of Doing Business (CODB), a holding company founded in 2024 by Topicals founder and CEO Olamide Olowe and president Sochi Mbadugha. The acquisition aims to expand Bread's retail presence in the U.S., starting with an increased footprint in Sephora stores. Founder Maeva Heim will continue as Chief Creative Officer, focusing on the brand's creative direction, while CODB will manage strategic operations. This move reflects CODB's commitment to supporting Black-owned businesses and fostering diversity in the beauty industry. - learn more

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                          El Segundo Startup Turns Tax Credits into Big Business

                          🔦 Spotlight

                          Hello LA,

                          Step into the world of Incentify, the El Segundo-based innovator turning the headache of managing tax credits and incentives into a walk in the park. Founded in 2019, this trailblazing company is reshaping how businesses approach what was once a daunting bureaucratic challenge.

                          Incentify’s platform is revolutionizing the industry by helping businesses discover and effectively manage a share of the estimated $1.2 trillion in tax credits and incentives that often go unclaimed each year. This critical service not only simplifies the process but also ensures that companies can more easily access and leverage these financial opportunities to fuel their growth and sustainability initiatives.

                          Recently, Incentify reached a new milestone by securing $9.5 million Series A funding led by Innovent Capital Group. This significant investment underscores the market’s confidence in their innovative approach and supports their mission to expand their technological capabilities and market reach.

                          As Incentify gears up for this expansion, their efforts are set to make tax incentives more accessible to a broader spectrum of businesses. This is especially vital in today’s economy, where optimizing financial strategies is crucial for business resilience and growth.

                          Incentify's success story from El Segundo is not just about financial gains but also about empowering companies with the tools to turn complex financial engagements into strategic advantages.

                          Stay tuned for more from LA’s vibrant tech scene. Let’s continue to push the boundaries of what’s possible.

                          Enjoy your weekend, and keep innovating, LA!

                          🤝 Venture Deals

                          LA Companies

                          • TOGETHXR, a pioneering women's sports media and commerce brand co-founded by athletes Alex Morgan, Chloe Kim, Simone Manuel, and Sue Bird, has achieved profitability and significant growth, including tripling its year-over-year revenue and increasing its social media following by 17% year-to-date. The company has secured additional growth capital in a funding round led by Alex Morgan's Trybe Ventures. The funds will be used to expand TOGETHXR's presence in the women's sports marketplace. Additionally, media executive Nancy Dubuc has joined the company as Executive Chair, bringing her extensive experience to support TOGETHXR's mission of elevating women's sports and culture. - learn more
                          • Airvet, a Los Angeles-based pet telehealth platform, has secured $11M in an oversubscribed Series B-2 funding round led by HighlandX. This investment follows a year of significant growth, including a 4x increase in year-over-year revenue and a tripling of its client base. Airvet partners with leading employers across various industries, such as PepsiCo, Adobe, and Lyft, to provide employees with 24/7 access to veterinary care via video or chat. The platform's services include online pharmacy, e-prescriptions, discounted pet insurance, wellness programs, and specialty care, with recent expansions into Spanish and French language support. The funds will be used to further enhance Airvet's platform and expand its reach, aiming to make veterinary care more accessible and affordable for pet families globally. - learn more
                                  LA Venture Funds
                                  • Interlagos co-led a $50M Series A funding round for Aetherflux, a San Carlos, California-based startup developing satellites to collect and transmit solar energy from space to Earth. The funds will be used to expand Aetherflux's engineering team and advance the technology for its planned low Earth orbit demonstration mission in 2026. - learn more
                                  • Bungalow Capital Management co-led a $2M seed funding round for Juno, a Denver-based startup specializing in corporate guest travel management. Juno offers an integrated platform that streamlines booking, logistics, payments, reimbursements, and support for non-employee travelers such as job candidates, contractors, and customers. The funds will be used to accelerate product development and expand partnerships, including a collaboration with ALTOUR as their first travel management company partner. - learn more
                                  • Veridical Ventures co-led a $3.75M seed funding round for Flagship, a Sydney, Australia-based retail technology company specializing in visual merchandising solutions. Flagship's platform creates digital twins of retail stores, enabling data-driven optimization of product placement and store layouts to enhance sales performance. The funds will be used to expand Flagship's presence in the U.S. market and further develop its product offerings. - learn more
                                  • Miroma Ventures participated in a £6.5M Series A funding round for Limitless Travel, a Birmingham, UK-based company specializing in accessible holidays for individuals with disabilities. Founded in 2015 by Angus Drummond, who was diagnosed with muscular dystrophy at 22, Limitless Travel offers curated group holidays with trained carers, ensuring accommodations and excursions meet specific accessibility needs. The investment will enable the company to enhance its technology, expand its range of destinations, and lay the groundwork for international growth, aiming to transform the lives of disabled individuals through travel. - learn more
                                  • B Capital participated in a $20M Series A funding round for Gable, a Seattle-based company specializing in data management solutions. Gable's platform focuses on "shifting left" in data management by enabling software and data developers to collaboratively build and manage high-quality data assets through API-based data contracts. The funds will be used to accelerate product development and expand Gable's team to meet the growing demand for data collaboration tools. - learn more
                                  • Rebel Fund participated in a $3.8M funding round for Sohar Health, a health technology company. Sohar Health is developing an AI-powered platform designed to streamline patient intake and triage, aiming to enhance access to healthcare services. The funds will be used to accelerate product development and expand the company's reach within the healthcare industry. - learn more

                                      LA Exits

                                      • Tixologi, a next-generation ticketing platform, has been acquired by Punchup Live, a New York-based comedy platform. This strategic move integrates Tixologi's advanced ticketing technology into Punchup Live's ecosystem, enabling seamless, direct-to-fan ticket sales for comedians and venues. The acquisition aims to enhance the ticket purchasing experience by providing features such as fast checkout, unified outreach tools, and advanced anti-scalping solutions, thereby empowering comedians to connect more effectively with their audiences. - learn more
                                      • InVisit, a Calabasas, California-based provider of cloud-based visitor management solutions, has been acquired by Motorola Solutions. InVisit's platform streamlines visitor registration, access, and host notifications across sectors such as commercial offices, education, and healthcare, enhancing security through features like blocklist screening and real-time guest activity insights. This acquisition aims to integrate InVisit's capabilities into Motorola Solutions' Avigilon Alta security suite, offering enterprise customers a unified, cloud-native approach to managing security threats and improving operational efficiency. - learn more

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