In LA, the Fight Over Facial Recognition Tech Is Just Heating Up

Jeff Wilser
Jeff Wilser is a nationally-syndicated writer whose work has appeared in outlets including The New York Times, GQ, Esquire and Glamour.
In LA, the Fight Over Facial Recognition Tech Is Just Heating Up
Art by Ian Hurley

In Los Angeles, the cameras are everywhere. Cameras at traffic lights. Cameras on doorbells. Cameras on billions of smartphones. When your photo is snapped by these cameras, facial recognition technology can match your face to a database of millions of mug shots, potentially linking you to a crime.

Is this legal? Is this fair? Is this right?


These questions loom large over the technology, which the Los Angeles Police Department has been using since 2009. In November, an investigation by BuzzFeed News found that the LAPD had used the tech 30,000 times in the last decade, including using the controversial "Clearview AI," which trawls the internet for social media photos. Activists, furious over the investigation's findings, sought a ban on the tech. In January, the LAPD adopted what's effectively a "compromise" policy that prohibited the use of Clearview AI and other third party databases of photos, but allowed them to use Facial Recognition Technology (FRT) with their own in-house database of mugshots.

Flash forward six months. After road-testing the system, the LAPD said it's an effective tool that's being used with restraint, rapidly speeding up the time it takes to scroll through mug shots and helping to catch crooks. Activists say it should be forbidden, and that it disproportionately impacts communities of color.

"You have to look at the broader context, and where it fits in the broader 'stalker state,'" said Hamid Khan, founder of the Stop LAPD Spying Coalition. "This is not a moment in time, but a continuation of history."

The roots of the "stalker state," according to Khan, go back to the Lantern Laws of the 18th century, when Black people were required to carry lanterns after dark. Since then, we've seen a number of policies that have disproportionately targeted Black and Latinos, ranging from New York City's "stop and frisk" to the Department of Homeland Security's more recent "Suspicious Activity Reporting" program (a partnership between federal and local law enforcement), which allows anyone to report perceived sketchy behavior to the authorities. One audit found that Black people were reported in 21% of these "suspicious activities," even though they only represent 8% of Los Angeles County.

Activists worry FRT takes a pattern of discrimination and merges it with the brutal efficacy of surveillance tech.

"The danger now is that you're going to subject certain neighborhoods, certain people, and certain religious groups to this constant ever-present surveillance," said John Raphling, a senior researcher on criminal justice for Human Rights Watch. Raphling said that the Fourth Amendment, as established in 1979's Supreme Court case Brown v. Texas, means that the police can't simply waltz up to you and demand to see your ID for no reason.

"With FRT technology, that's out the window," said Raphling. "You're being identified at all times — who you are, what you're doing, who you're associating with." His concern is not just FRT itself, but the broader apparatus of sophisticated law enforcement – predictive analytics and data crunching from the photos, as now "you can't go out in public life without being under this surveillance."

The tech has been accused of racial bias, as research suggests the algorithms powering facial recognition lead to a higher chance of false matches for minorities and women. In one cheeky experiment, the ACLU used Amazon's facial recognition software ("Rekognition," which is not the software used by the LAPD) to compare the headshots of Congress with a database of mugshots, and they found that a whopping 39% of the false matches came from representatives who were people of color, even though they constitute just 20% of Congress.

The technology employed by the LAPD ignores pigmentation, according to an officer who oversees it, instead digitally mapping the face by looking at things like the distance between the eyes, or the distance from the nose to mouth.Shutterstock

Bita Amani, part of the Center for the Study of Racism, Social Justice, and Health, adds that constant surveillance likely poses an underappreciated health risk to marginalized communities, and that even if the facial recognition is flawless and accurate, it's just "strengthening and expanding the powers of the system that already targets the Black and the poor, and the people at the margins."

The police, of course, see all of this quite differently.

"This is not a sole identification tool. Ever," said Captain Christopher Zine of the LAPD. "This is basically a digital mug book." In the old days, you'd need to flip through stacks of photos and try to eyeball a match. It's slow. It's tedious. Now the system takes a photo and then queries it against the database Los Angeles County Regional Identification System database (LACRIS), which contains 7 million photos from 4 million people. (The LAPD clarified that the photos come from decades of arrests, and include non-L.A. residents.)

Lieutenant Derek Sabatini heads up the LACRIS system. He is well aware of the concerns over bias, but suggested that facial recognition technology, in a certain sense, can be employed to reduce the role of implicit bias. If humans do indeed harbor implicit biases, maybe tech can help inject objectivity?

In the traditional use of a photo, said Lt. Sabatini, "you might look at a male Hispanic and then filter that search" based on race or gender. But the FRT works differently. (The department prefers the term "PCT", for Photo Comparison Technology.) Sabatini said that the PCT employed by the LAPD ignores pigmentation, and instead digitally maps the face by looking at things like the distance between the eyes, or the distance from the nose to mouth.

Sabatini gives an example. One time the cops were trying to catch someone who was stealing packages off porches. They had a photo of a tattooed individual, and just from a casual glance, it appeared to be an Hispanic man. When they zapped the photo through the database, it was found to be an Hispanic woman, whom they arrested and charged in court. Sabatini said the facial recognition technology "actually takes away any bias in the user and just kind of goes, 'here's what's best, based on what you're providing me.'"

Some of the tension — and apprehension — seems to be a conflation between what's possible and what is actually being done. The activists fear the worst ("look at the history of the criminal justice system," said Khan) and the cops insist they are following a reasonable protocol.

"One of the big misconceptions is surveillance," said Sabanti, who explains that live feeds (such as continuous footage from an elevator camera) are not being dumped into the LAPD's records and then later mined for algorithmic dark sorcery. "You can't just have live feeds going through a system," he said. "We don't have the capability of that, and it would be against the law."

The department is also forbidden from using third-party photo databases or tools like Clearview AI. Every photo needs to be legally obtained, and to help solve a crime.

Captain Zine said that since the January protocols were enacted, the department created additional processes to ensure that only their own LACRIS database is being used, that extensive training is in place, and that only a small subset of the LAPD even has access to the tool. As for any official numbers, or quantified results and updates? This is still TBD. Zine said the LAPD is still conducting an internal review of FRT's effectiveness, and declined to provide numbers before that's finished (which he expects will be in September).

Critics like Khan, Raphling and Amani think that this middle ground is not enough, and that the potential for abuse — and the troubling history of discrimination — is itself reason enough to ban the tech. Khan points to reports that the LAPD sought photos from Ring doorbell cameras during the Black Lives Matter protests, as well as a high-profile false arrest in Detroit, although he is not aware of any specific abuses of the system, or examples of discrimination or misuse since the January protocol went into effect. The concerns seem to be more about the lurking threat of the ever-more-powerful "Stalker State" technology, as opposed to the more narrow use of the "digital mug book."

Others remain deeply skeptical. "Their argument is 'just trust us,'" said Raphling, arguing that law enforcement has a history of saying "we use it in this very minimal way," but that "it turns out they were using it vastly more." He added, more bluntly, "we would be suckers to trust them again."

Sabanti said he understands the broader concerns around a creepy, "Black Mirror"-esque surveillance state. "That stuff scares us as much as it scares the public. I don't want that," he said with a laugh. "I think we're all on the same team, and people forget that."

Lead image by Ian Hurley.

Correction: An earlier version of this post mis-spelled Hamid Khan's name.

The LA Startup Taking on One of Parenting’s Most Frustrating Problems

🔦 Spotlight

Hello Los Angeles,

Every parent knows the feeling of becoming an overnight expert in something they never wanted to learn.

For families navigating developmental delays, behavioral health needs, autism, speech therapy, occupational therapy or pediatric mental health support, that learning curve can become a full-time job. Finding the right specialist is hard enough. Getting those specialists, pediatricians, insurers and families to actually coordinate with each other? That’s often where the system breaks.

That’s the problem Los Angeles-based Village is trying to solve.

The specialty pediatrics startup raised $9.5 million in seed funding this week, led by Upfront Ventures, with participation from Bling Capital, GTMFund and Perceptive Ventures.

Its AI-powered platform is designed to bring families, providers, pediatricians and payers into one coordinated care system for children with developmental, behavioral and mental health needs.

The company was born out of co-founder Brandon Terry’s personal experience navigating care for his daughter after she was diagnosed with a rare genetic condition. Like many parents, his family faced long waitlists, high out-of-pocket costs and a fragmented web of specialists who were not necessarily working from the same playbook.

The pitch is not simply “find a provider faster.” Village wants to coordinate the entire team around a child, including occupational therapists, speech-language pathologists, behavioral therapists and pediatricians. Its AI agent, Vera, is designed to help with the administrative drag that often slows pediatric practices down: scheduling, documentation, billing and care coordination.

The company’s raise also points to a less flashy, but deeply consequential corner of health tech: making complex care easier to navigate. In specialty pediatrics, the pain point is not always the quality of care itself. It is the space between appointments, referrals, insurance approvals and provider communication where families are often left to connect the dots themselves.

So far, Village says it has built a network of more than 400 independent pediatric specialty providers in Southern California and has contracts with major commercial insurers including Blue Cross & Blue Shield, Cigna and UnitedHealthcare. The new funding will help the company expand across Southern California, into other parts of California and eventually into new states.

In other words, the next wave of healthcare infrastructure may not look like one giant hospital system. It may look more like a connected network built around the people who have been holding the system together all along: families.

And yes, in this case, it really does take a Village.

Venture deals follow below.👇


🤝 Venture Deals

    LA Companies

    • MOSH, the brain health nutrition brand co-founded by Maria Shriver and Patrick Schwarzenegger, raised a $13M Series A led by Main Street Advisors to expand nationally across grocery retailers and accelerate product innovation. The Los Angeles-based company plans to use the funding to grow its retail footprint, including an upcoming Target launch, while expanding its lineup of brain-focused nutrition products with new high-protein bars designed to support both cognitive and physical performance. - learn more
    • Spring Labs raised $5M to expand its AI-native compliance platform for banks and fintechs, with the funding led by BankTech Ventures and Haymaker Ventures. The Marina del Rey-based company is building AI agents that automate complaint handling, dispute resolution, and other compliance workflows, helping regulated financial institutions scale operations more efficiently while maintaining oversight and auditability. - learn more
    • FlowPrompt.ai secured a strategic seed investment from ART Fund SP, part of ChainBLX SPC, as the company expands its AI orchestration platform designed to help developers build and manage complex AI workflows through a visual interface. Alongside the investment, the companies also launched a global AI hackathon and builder program that will give selected founders access to funding opportunities, platform tools, and a live investor pitch event in Los Angeles later this summer. - learn more
    • Chance Studios raised $3.2M to build a unified platform for trading card game collectors, aiming to bring inventory management, marketplace activity, and community features into a single ecosystem. The round was co-led by Makers Fund and Hashed, with participation from Arbitrum Gaming Ventures, GAM3GIRL VC, and others, as the company looks to modernize how collectors buy, track, and interact around physical and digital TCG assets. - learn more

    LA Venture Funds
    • Rebel Fund participated in Moritz’s $9M seed round, backing the AI-native law firm as it looks to automate large portions of routine corporate legal work. The company combines software with experienced attorneys to speed up contract drafting and review, and says it has already handled more than $2 billion worth of contracts across over 100 companies since launching earlier this year. - learn more
    • Rebel Fund participated in Corvera’s $4.2M seed round, backing the AI-native supply chain platform as it automates back-office operations for consumer packaged goods brands. The Y Combinator-backed startup is building AI agents that can handle workflows like order processing, invoicing, and demand planning across fragmented enterprise systems, helping brands scale operations without significantly increasing headcount. - learn more
    • Chaac Ventures participated in Astrocade’s $5.6M funding round, backing the gaming startup as it builds a social gaming platform centered around community-created interactive experiences. The company is focused on blending gaming, streaming, and creator tools into a more collaborative entertainment platform, and plans to use the funding to expand development and grow its creator ecosystem. - learn more
    • Fusion VC participated in MSICS Pharma’s $3.6M funding round, backing the biotech company as it advances psilocybin-based treatments for PTSD, depression, and OCD. The company is developing medical-grade psychedelic compounds and plans to use the funding to expand production, accelerate clinical trials, and prepare for broader commercialization as interest in psychedelic therapies continues to grow. - learn more
    • JAM Fund participated in Fun’s $72M Series A, backing the payments infrastructure startup as it scales its platform for moving money across fintech and digital asset applications. The round was co-led by Multicoin Capital and SignalFire, and the company plans to use the funding to expand internationally, pursue acquisitions, and deepen its infrastructure stack as demand grows for faster global payment systems. - learn more

    LA Exits

    • Tapin2 was acquired by Greater Sum Ventures, joining MyVenue as part of GSV’s expanded point-of-sale technology platform for stadiums, arenas and live entertainment venues. Tapin2 provides self-service, suite catering and mobile ordering technology for high-volume sports and entertainment venues, while MyVenue offers cloud-native POS software across concessions, premium seating, retail, in-seat ordering and other venue operations. Together, the companies say their technology is used in more than 70% of MLB and NFL stadiums. Terms of the transaction were not disclosed. - learn more
    • Motiv Space Systems signed a definitive agreement to be acquired by Rocket Lab, bringing its space robotics, motion control systems and precision spacecraft mechanisms into Rocket Lab’s growing space systems business. Motiv’s technology has supported major missions including NASA’s Mars Perseverance rover and lunar rover programs, and the company will be rebranded as Rocket Lab Robotics after the deal closes, which is expected in the second quarter of 2026. - learn more
    • Robyn was acquired by Los Angeles-based Tot Squad, bringing its AI-powered doula tool into Tot Squad’s broader support platform for expecting and new moms. Robyn’s AI was trained on more than 70,000 de-identified messages between parents and doulas, and the acquisition will help Tot Squad offer free, around-the-clock pregnancy and early motherhood guidance alongside access to human experts like doulas, lactation consultants and sleep coaches. Terms of the deal were not disclosed. - learn more

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      Match Goes Niche With $100M Move

      🔦 Spotlight

      Hello Los Angeles,

      It’s May, and LA is about to have one of its more important weeks.

      The Milken Institute Global Conference 2026 returns to Beverly Hills next week, bringing together thousands of investors, operators, policymakers, and executives. It’s one of the few places where public markets, private capital, and tech actually overlap in the same rooms, and where you can usually get an early read on what capital is leaning into before it fully shows up in the data.

      This year, one theme is already starting to surface. Platforms are getting more specific, not more broad.

      This week’s news is a good example.

      Match Group is investing $100 million into Sniffies, a fast-growing, location-based platform built for gay, bi, trans, and queer men. It’s a notable move for a company best known for mainstream dating apps like Tinder and Hinge, and it signals a deeper push into more niche, community-driven platforms.

      Sniffies operates very differently from traditional dating apps. It’s more real-time, more map-based, and more focused on immediacy than long-term matching. In other words, it’s built around behavior, not profiles.

      And that’s what makes the investment interesting.

      For years, the dominant strategy in consumer platforms was scale, build one product that works for everyone. But what we’re seeing now is the opposite. The platforms that are gaining traction tend to be the ones that understand a specific audience deeply and build for how that group actually behaves.

      Match leaning into that shift isn’t just about expanding its portfolio. It’s a recognition that growth is coming from focus.

      And in a city like Los Angeles, that’s usually where things start.

      Below are this week’s venture deals and fund announcements across LA 👇


      🤝 Venture Deals

        LA Companies

        • Illuminant Surgical raised an $8.4M seed round to accelerate the rollout of its real-time anatomical projection platform, which aims to give surgeons enhanced visibility during procedures. The company’s “Skylight” system is designed to project internal imaging directly onto the patient, improving precision and reducing risk, and the funding will support product development and early commercialization efforts. - learn more
        • Jupid raised $840K in early funding to support its AI-native accounting platform, which is designed to automate bookkeeping, tax filing, and compliance for small businesses directly within banking platforms. The company is building what it describes as an embedded “AI accountant” that integrates with financial institutions to streamline operations for entrepreneurs, and plans to use the funding to expand partnerships and accelerate product development as demand grows for automated financial tools. - learn more
        • Lumicup raised a $4.38M Series A to expand its product line and scale manufacturing as it looks to meet growing demand for its consumer health and wellness products. The company plans to use the funding to increase production capacity, invest in new product development, and strengthen its distribution as it continues to grow its footprint in the market. - learn more
        • Counterpart raised a $50M Series C to expand its AI-driven “agentic insurance” platform, which helps small businesses manage growing legal and employment risks tied to AI adoption. The round was led by Valor Equity Partners with participation from existing investor Vy Capital, bringing the company’s total funding to $106M, and the capital will be used to launch new insurance products, expand risk management capabilities, and scale its underwriting platform. - learn more
        • Nervonik raised a $52.5M Series B to advance its next-generation peripheral nerve stimulation technology, which aims to deliver more precise, personalized treatment for chronic pain. The round was led by Amzak Health with participation from Elevage Medical Technologies, U.S. Venture Partners, Lumira Ventures, Foothill Ventures, and Shangbay Capital, and the company plans to use the funding to accelerate clinical programs and move toward commercialization. - learn more
        • LighthouseAI raised an $8M Series A to expand its AI-powered platform that helps pharmaceutical companies manage state licensing and regulatory compliance. The round was led by Boxcars Ventures with participation from TGVP and existing investors, and the company plans to use the funding to enhance product development, improve service delivery, and support continued growth as it scales across the pharma supply chain. - learn more

        LA Venture Funds
        • MANTIS Venture Capital participated in Rogo’s $75M Series C, backing the AI platform as it builds autonomous financial agents designed to streamline complex workflows for banks and investment firms. The round was led by Sequoia Capital and included a mix of major financial institutions and venture firms, signaling strong demand for AI tools that can augment decision-making across high-stakes finance. - learn more
        • M13 participated in Chord’s $7M funding round, backing the AI commerce platform as it builds a “context layer” designed to unify fragmented data, tools, and workflows for retail brands. The round was led by Equal Ventures with participation from Chingona Ventures and CEAS Investments, and the company aims to help operators move beyond dashboards toward systems that can make real-time decisions and automate actions across the business. - learn more
        • Fika Ventures participated in Lumian’s funding round, backing the startup as it launches an AI-native Amazon agency designed to automate and optimize how brands operate on the marketplace. The company is focused on replacing traditional agency workflows with AI-driven systems that can manage everything from advertising to operations in real time, reflecting a broader shift toward automation in e-commerce. - learn more
        • Riot Ventures co-led True Anomaly’s $650M Series D, backing the defense space startup as it scales spacecraft, software, and autonomous systems designed for national security missions in orbit. The round values the company at around $2.2 billion and brings total funding to over $1 billion since its 2022 founding, and the company plans to use the capital to accelerate mission deployments, expand manufacturing, and grow its workforce as demand increases for space-based defense capabilities. - learn more
        • Clocktower Technology Ventures participated in Clarasight’s $11.5M Series A, backing the AI-powered travel and expense platform as it works to unify fragmented enterprise data into a single system. The round was led by AlleyCorp with participation from several travel and fintech-focused investors, and the company plans to use the funding to expand product development and scale go-to-market efforts as demand grows for AI-driven efficiency in corporate travel. - learn more
        • Halogen Ventures and Mucker Capital participated in SkyfireAI’s $11M seed round, backing the startup as it builds an AI-native platform for coordinating autonomous, multi-drone operations. The company’s software is designed for public safety and defense use cases, helping teams deploy and manage fleets of drones with greater speed and efficiency without increasing staffing, and it plans to use the funding to accelerate product development, expand its team, and scale deployments with government and mission-critical customers as demand grows for autonomous drone systems. - learn more
        • Matter Venture Partners led OpenLight’s $50M Series A-1, with participation from Acclimate Ventures, Catapult Ventures, and existing investors, backing the photonics company as it scales its next-generation chip platform for AI infrastructure. The funding brings total capital raised to $84M and will be used to accelerate global deployment of its silicon photonics technology across data centers, telecom, and other high-bandwidth applications. - learn more
        • Alexandria Venture Investments participated in Fathom Therapeutics’ $47M Series A, backing the biotech startup as it applies quantum chemistry and AI to design next-generation small molecule drugs. The oversubscribed round was led by Sutter Hill Ventures with participation from Chemistry and other investors, and the company plans to advance its platform, which simulates protein behavior inside living cells to accelerate drug discovery. - learn more

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          Netflix Doubles Down on LA

          🔦 Spotlight

          Hey Los Angeles.

          Goodbye Coachella, hello Stagecoach. The desert doesn’t stay quiet for long, and neither does LA’s entertainment machine.

          This week, that momentum showed up in a more permanent way.

          Netflix is expanding its footprint in Los Angeles with a major move to take over and invest in Radford Studio Center, a historic production lot in Studio City. The company is planning a long-term transformation of the site, with upgrades to soundstages, production offices, and infrastructure designed to support the next generation of film and television production.

          It’s a notable shift in a moment when production has been under pressure in California, with studios increasingly looking outside the state for cost advantages. Netflix going deeper in LA, and specifically into a legacy studio lot, signals a different kind of commitment. Not just to content, but to where that content actually gets made.

          And it comes at a time when the streaming wars have matured. Growth is harder, budgets are tighter, and the focus has shifted from scale at all costs to efficiency and control. Owning or operating more of the production environment gives Netflix tighter control over timelines, costs, and output.

          For Los Angeles, it’s a reminder of what still anchors the city. Even as AI, defense tech, and infrastructure startups continue to rise, entertainment remains one of the few industries where LA isn’t just competitive, it’s foundational.

          Different headlines each week, but a consistent theme underneath them. Whether it’s power, autonomy, or content, the companies that matter are investing in the layers they don’t want to outsource.

          And in this case, that layer is Hollywood itself.

          Below are this week’s venture deals, fund announcements, and acquisitions across LA 👇


          🤝 Venture Deals

            LA Venture Funds

            • UP Partners and Calm Ventures participated in Reliable Robotics’ $160M funding round, backing the autonomous aviation company as it advances pilotless flight technology for cargo and passenger aircraft. The round included a mix of new and existing investors, and the company plans to use the capital to accelerate certification efforts and expand deployment of its autonomous systems across commercial aviation. - learn more
            • Blue Heron Ventures participated in Tava Health’s $40M Series C, backing the company as it expands its tech-enabled mental health platform into a more integrated, full-stack system for providers, employers, and health plans. The round was led by Centana Growth Partners with participation from existing investors, and the company plans to use the funding to roll out new AI-powered tools and broaden access to care while reducing administrative friction across the system. - learn more
            • Vamos Ventures participated in Zócalo Health’s $15M Series A, backing the company as it scales its tech-enabled, community-based primary care model focused on high-need and underserved populations. The round was led by .406 Ventures with participation from existing and new investors, and the company plans to use the funding to expand its clinics and deepen partnerships with Medicaid programs as demand for accessible care grows. - learn more

            LA Exits
            • Studio71 has been acquired by Fixated as part of a broader deal in which German media company ProSiebenSat.1 sold its North American creator business, giving Fixated a large-scale network of creators and podcast operations and significantly expanding its footprint as it continues an aggressive roll-up strategy in the creator economy. The move signals continued consolidation in the space, with Fixated building a more vertically integrated platform across talent management, content production, and distribution. - learn more
            • Bonsai Health has been acquired by ModMed, bringing its AI-powered patient engagement platform into a broader healthcare software ecosystem. The deal is aimed at integrating Bonsai’s “agentic AI” capabilities into ModMed’s platform to automate patient outreach, fill care gaps, and improve scheduling across a network of nearly 50,000 providers. - learn more

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