This Twitter Bot Alerts LA Residents to Open Vaccine Appointments

Francesca Billington

Francesca Billington is a freelance reporter. Prior to that, she was a general assignment reporter for dot.LA and has also reported for KCRW, the Santa Monica Daily Press and local publications in New Jersey. She graduated from Princeton in 2019 with a degree in anthropology.

This Twitter Bot Alerts LA Residents to Open Vaccine Appointments
Photo by Hakan Nural on Unsplash

A 24-year-old unemployed college graduate frustrated by the tedious process of finding his grandmother a vaccine appointment created a new site to make it easier.

Find My Vax LA translates appointment information to any language, searches for open slots by zip code and on Friday released a Twitter bot that alerts followers of availability.

Andrew Friedman was hit with the same idea software engineers across the country have chased since public officials started distributing the COVID-19 shot.


"Frankly it's hard to access resources," said Friedman, who studied political science and computer science at the University of Chicago. "We really want to make sure we're getting this in the hands of the people that need it most. And the people that are currently not served as well by the current system."

The goal, he said, is to "augment" L.A. County's efforts to help people sign up for appointments.

"The current system does favor people who are from wealthier backgrounds, who have more technological literacy."

Since L.A. received its first shipments of COVID-19 vaccines, booking appointments has become an obstacle for many. The confusing and often weekslong process has translated to steep inequities across the city.

"A lot of people said they were only able to get an appointment because they had their husbands and three of their kids spending hours watching these websites and refreshing to get a slot," said Kristen Choi, a nurse and UCLA assistant professor of health policy and management.

"It means that the only people who can get the appointment are those with the luxury of time and people to help them find one," she said. "Those appointments are disproportionately going to the wealthiest and whitest communities."

Vaccination rates in Santa Monica, Beverly Hills and Brentwood are double the rates in East and South L.A.— the "places that lost the most from COVID," Choi said.

Find My Vax LA was inspired by a similar citizen-run resource in New York called TurboVax. Built by Airbnb software engineer Huge Ma, the site sends out real-time information about appointments on Twitter. Since late January, the account has amassed over 97,000 followers.

On Friday, Friedman launched his own Twitter bot. In the first hour, it churned out six updates listing 67 appointments. He programmed the bot to tweet about every new availability. Down the line—if supply in L.A. improves—he might change the threshold.

"I'm open to feedback," he said. "It's really just based on what people's needs are. Maybe it becomes an overwhelming number of tweets."

Like the alerts from TurboVax and LA Public Health, @Findmyvaxla_bot blasts out direct links to websites with open slots. And he's working on a plan to tweet in other languages, too.

Running the web application will cost Friedman anywhere from $50 to $100 each month, a bit more than necessary. But his eyes are set on the next few months, when the city will open eligibility to new tiers. Around 1,000 L.A. residents have visited the website since it went live late last month.

"I want to make sure that if there's ever rapid usage, that it can handle it," he said. "And make sure it won't go down."

The platform continuously scans a slew of websites for appointments through a process called 'scraping'. Unlike VaccinateCA, a similar volunteer-operated effort hinged on calling hospitals and clinics for that data, his system can update itself every few minutes.

But there are a few limitations to what Find My Vax LA can do. It might miss the open slots that don't get listed online, an issue VaccinateCA is tackling by calling those locations manually. Meanwhile, the threat of bots scalping for vaccine appointments has pushed companies like Vons to ramp up cyber protections.

Friedman's system can't get past those new blocks, so Vons and Walgreens are listed under a "Possible Availability" tab to indicate that users might try reaching those locations directly.

The site is hosted by Heroku, a cloud platform that Friedman says makes sharing his code easy. Across the nation, new appointment finding services are popping up almost weekly as a supplement to county-run sites. This week, a software engineer in Denver launched Vaccine Spotter. And volunteers in Washington state built CovidWA, an effort now supported by the state's department of health.

"If someone would like to build their own for their own municipality, we're really excited to share how we did this," said Friedman.

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🏰 Disney's Epic Investment Stands Out Amidst Gaming Industry Layoffs

Christian Hetrick

Christian Hetrick is dot.LA's Entertainment Tech Reporter. He was formerly a business reporter for the Philadelphia Inquirer and reported on New Jersey politics for the Observer and the Press of Atlantic City.

🔦 Spotlight

In the midst of widespread gaming industry layoffs, a glimmer of positive news emerges as Disney announces a significant move: a $1.5 billion investment in Epic Games. 🏰💰🐭

Image Source: Disney

Disney's $1.5 billion investment in Epic Games, disclosed late Wednesday, signals a strategic alignment aimed at expanding the success of "Fortnite." The deal enhances Epic's growth prospects after financial setbacks, including layoffs, and strengthens the partnership between the two companies. With Disney gaining a larger equity stake in Epic, the collaboration will broaden the integration of beloved Disney franchises like Marvel, Star Wars, Pixar, and Avatar into the game, potentially boosting its appeal and longevity. This significant investment underscores Disney's commitment to interactive entertainment and signifies a shift towards games as a primary revenue stream, aligning with the growing trend of digital engagement among younger demographics. Moreover, the potential for crossover sales of physical Disney products within "Fortnite" and the exploration of new content distribution channels are just some of the opportunities arising from this partnership.

For LA tech, the Disney-Epic Games partnership represents a validation of the region's burgeoning tech and gaming ecosystem. The substantial investment in Epic, who maintains a large Los Angeles office with 1,000+ employees (according to LinkedIn), reflects confidence in the LA’s talent pool and innovation potential. Additionally, this partnership between two industry giants fosters an environment for further collaboration, investment, and growth within LA's tech sector. As Disney and Epic Games deepen their ties and explore new avenues for content integration and distribution, it not only elevates the prominence of LA as a tech hub but also stimulates economic growth and job creation in the region. This partnership highlights LA's unique position as a hub where technology and entertainment converge. With its ability to integrate diverse industries, LA is driving innovation and expansion in digital entertainment. 🚀💸🎮

🤝 Venture Deals

LA Companies

  • ProducePay, a financing and marketplace platform for the fresh produce market, raised a $38M Series D led by Syngenta Group Ventures joined by Commonfund, Highgate Private Equity, G2 Venture Partners, Anterra Capital, Astanor Ventures, Endeavor8, Avenue Venture Opportunities, Avenue Sustainable Solutions, and Red Bear Angels. - learn more
  • Blush, an invite-only dating app that drives users to local businesses on dates, raised a $7M Seed Round from individuals like Naval Ravikant. - learn more
  • Mogul, a startup founded last year that provides an overview of an artist's royalty earnings and identifies areas where money is owed but has not yet been collected, raised a $1.9 million seed round from Wonder Ventures, United Talent Agency, AmplifyLA, and Creator Partners. - learn more
  • Avnos, a hybrid direct air capture startup, raised a $36M Series A led by NextEra Energy and joined by Safran Corporate Ventures, Shell Ventures, Envisioning Partners, and Rusheen Capital Management. - learn more
  • AI.fashion, startup whose mission is to help retailers enhance the online shopping experience by providing consumers with virtual try-ons and personalized fashion recommendations, raised a $3.6M Seed Round led by Neo. - learn more
  • Suma Wealth, startup that aims to demystify financial topics and provide culturally relevant content, virtual experiences, and resources to help Latino users navigate financial challenges and opportunities, raised a $2.2M Seed Round . Radicle Impact led, and was joined by Vamos Ventures, OVO fund and the American Heart Association Impact Fund. - learn more
  • 222, a startup that helps users discover their city and meet new people through unique social experiences, raised a $2.5M Seed Round. Investors included 1517 Fund, General Catalyst, Best Nights VC, Scrum Ventures, and Upfront Ventures. - learn more
  • LimaCharlie, a security operations cloud platform, raised a $10.2M Series A led by Sands Capital. - learn more
  • Polycam, an app that uses a smartphone’s sensors to capture 3D scans of objects, raised an $18M Series A co-led by Left Lane Capital and Adjacent, and joined by Adobe Ventures and individuals like Chad Hurley and Shaun Maguire. -learn more.

LA Venture Funds

Actively Raising

  • ReelCall, Inc., an entertainment technology company focused on powerful apps and platforms that help build and maintain the professional network of connections vital to career growth, is raising a $850K Pre-Seed Round. - learn more
  • CZero, a startup building software to decarbonize logistics for logistics businesses and goods business through a vetted marketplace and optimization software. - learn more
  • Couri, a technology startup addressing last-mile delivery issues, is raising a $450K Pre-Seed Round at a $2.2M post money valuation. - learn more
  • Sweetie, a marketplace to help people plan date nights, is raising a $1.5M Pre Seed Round. - learn more
  • StartupStarter, an investment platform that provides real-time data and analytics on startups, is raising an $850K Angel Round. - learn more

If you’re a founder raising money in Los Angeles, give us a shout, and we’d love to include you in the newsletter!

Venture Waves, Climate Tech Wins, and Silicon Beach's Ongoing Evolution

Christian Hetrick

Christian Hetrick is dot.LA's Entertainment Tech Reporter. He was formerly a business reporter for the Philadelphia Inquirer and reported on New Jersey politics for the Observer and the Press of Atlantic City.

Anduril Seeks $1.5B in VC Funds

Defense company Anduril Industries Inc., based in Costa Mesa and founded by Palmer Luckey, is seeking to raise $1.5 billion in fresh funds to boost its valuation to $12.5 billion or more, according to sources quoted by The Information. This fundraising effort, if successful, would mark one of the largest venture capital rounds of the year.

Image Source: Anduril

Anduril recently secured a contract to develop and test small unmanned fighter jet prototypes under the Air Force’s Collaborative Combat Aircraft (CCA) program, beating out major defense companies like Boeing, Lockheed Martin, and Northrop Grumman. Alongside General Atomics, Anduril will design, manufacture, and test these aircraft, with a final multibillion-dollar production decision expected in fiscal year 2026. This program aims to deliver at least 1,000 combat aircraft to fly in concert with manned platforms and is part of the Air Force’s Next Generation Air Dominance initiative. Central to Anduril’s success in this contract is the Fury autonomous air vehicle, acquired through the purchase of Blue Force Technologies. This victory underscores Anduril's rapid advancement in the defense sector, aligning with Luckey's vision of building faster and more cost-effective defense assets. - learn more

Los Angeles Ranks Number 1 in Emerging Climate Tech Hub

The 2024 Emerging Climate Tech Hubs Report by Revolution highlights Los Angeles as a burgeoning center for climate tech innovation. LA's growth in this sector is driven by its diverse talent pool, strong research institutions, and a culture of environmental consciousness. The city's unique mix of legacy industries, such as entertainment and aerospace, alongside emerging tech companies, positions it as a pivotal player in the climate tech landscape. This shift reflects a broader trend of decentralized climate tech funding across the U.S., reducing the historical dominance of California's traditional hubs. - learn more

Silicon Beach: Looking Back, Moving Forward

Assessing the overall health of the startup market is challenging, especially as venture capital funding has decreased by an average of 61% from 2021 to 2023 across the top VC markets in the US. Markets with robust ecosystems in AI, SaaS, Biotech, Healthtech, and Fintech appear to be weathering the downturn better than those focused on Consumer and Gaming industries, areas where Los Angeles traditionally excels.

Percent Change In VC Funding By Region

CB Insights

LA Times paints a rather bleak outlook on the Los Angeles tech scene noting venture capital funding in Greater Los Angeles plummeted 73% from 2021 to 2022. Silicon Beach, once a vibrant tech corridor, currently faces high vacancy rates and lacks late-stage financiers, especially in the AI sector. However, there are positive signs, including growth in aerospace startups and increased venture capital investment in early 2024, suggesting a potential rebound for LA's tech ecosystem.

While LA may not be exceeding expectations during this period, its tech ecosystem warrants a nuanced evaluation, given the broader market dynamics and its strong performance in specific sectors. Reach out to us with your thoughts.

🚀 SpaceX gears up for another stellar year, active raises, and more

Christian Hetrick

Christian Hetrick is dot.LA's Entertainment Tech Reporter. He was formerly a business reporter for the Philadelphia Inquirer and reported on New Jersey politics for the Observer and the Press of Atlantic City.

Happy Friday Los Angeles! You made it through the first week of 2024!

🔦 Spotlight

Elon Musk may be a divisive (albeit entertaining) figure, but the continued success of SpaceX is pivotal for the aerospace industry in Los Angeles and more broadly around the world.

Image Source: SpaceX webcast

What happened with SpaceX in 2023?

  • Elon Musk challenged Facebook founder, Mark Zuckerberg to a cage fight.
  • SpaceX launched 96 successful missions with its Falcon series of rockets, a 57% increase over its previous annual record.
  • SpaceX conducted two test flights of the largest and most powerful rocket ever built, Starship.
  • Roughly two-thirds of SpaceX's launches in 2023 were devoted to building out Starlink, the company's satellite-internet megaconstellation.
  • Isaacson’s Elon Musk biography was published in September including everything from Musk’s tumultuous relationship with his father to his work ethic and “demon mode”.

Moving forward what can we expect from SpaceX and its controversial founder? Continued innovation pushing the aerospace industry to new limits? Yes. More drama? Without a doubt.

Here is some of what is to come in 2024:

🤝 Venture Deals

Just Announced

Check back next week!

LA Exits

  • CG Oncology, an Irvine, CA-based developer of immunotherapies for bladder cancer, filed for a $100M IPO. It plans to list on the Nasdaq (CGON) with Morgan Stanley as left lead underwriter, and has raised around $317m in VC funding. - learn more
  • McNally Capital agreed to sell Advanced Micro Instruments, a Costa Mesa, CA-based maker of gas analyzers and sensing technologies, to Enpro (NYSE: NPO). - learn more

Actively Raising

  • ReelCall, Inc., an entertainment technology company focused on powerful apps and platforms that help build and maintain the professional network of connections vital to career growth, is raising a $850K Pre-Seed Round. - learn more
  • CZero, a hard-tech startup that is developing a technology for decarbonizing natural gas, is raising a $1.5M Seed Round. - learn more
  • Couri, a technology startup addressing last-mile delivery issues, is raising a $450K Pre-Seed Round at a $2.2M post money valuation. - learn more
  • Sweetie, a marketplace to help people plan date nights, is raising a $250K Angel Round. - learn more
  • StartupStarter, an investment platform that provides real-time data and analytics on startups, is raising an $850K Angel Round. - learn more

If you’re a founder raising money in Los Angeles, give us a shout, and we’d love to include you in the newsletter!

📅 LA Tech Calendar

Sunday, January 7th

Wednesday, January 10th

  • Startup Cafe: Networking with a Kick - Entrepreneurs, Startups, and Tech Enthusiasts join together to meet and connect with like-minded people, industry professionals and investors, while enjoying a nice cup of coffee in Venice at The KINN. This week’s interactive discussion about AI’s evolution in entertainment will feature Dr. Sam Khoze and Rachel Joy Victor.
  • Venice Tech Happy Hour- Join Startup Coil and FoundrHaus Wednesday evening and enjoy the sunset from the rooftop, grab a bite overlooking Abbot Kinney, and mingle with other tech enthusiasts and entrepreneurs by the bar on the patio.

Have an awesome event coming up? Reach out to be featured on next week’s Newsletter!

📙 What We’re Reading

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