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Matching Case Studiesnewest first
Mercor
by Brendan FoodieMercor is a labor marketplace connecting AI labs with expert professionals to evaluate and train AI models. Founded by 19-year-old Brendan Foodie in January 2023, the company grew from $0 to $400M in revenue run rate in just 16 months—the fastest ascent in history. The company operates at the intersection of the exploding demand for model evals and reinforcement learning, hiring highly skilled professionals (lawyers, software engineers, doctors, etc.) at $95-$500/hour to create evaluation rubrics and training data that improve model capabilities.
First customers: Referral from existing customer who introduced them to XAI co-founders
Subscribe
by Giovanni SmithSubscribe is a vehicle subscription marketplace launched in November 2020 that allows car owners to list vehicles for weekly or monthly rentals while Subscribe manages pricing, maintenance, and customer experience. Currently operating in Toronto with 30 cars across 10 owners and 20 renters in April, generating approximately $2,000 in monthly revenue. The platform takes a 20-30% commission on transactions and offers insurance coverage, with plans to diversify revenue through additional asset utilization opportunities.
Cars and Bids
by Doug DeMuroDoug DeMuro, a popular YouTube car reviewer with 4 million subscribers, launched Cars and Bids in June 2020 as a modern alternative to Bring a Trailer. The platform focuses on 1980s-onward cars and generated 75 million in gross sales in 2021. In 2022, Doug sold a majority stake to Churn Group (a PE firm specializing in creator-led businesses) for approximately 40 million dollars, allowing him to scale operations while maintaining creative control.
First customers: Incentivized submission program - offered $1,000 for first 50 cars and $500 for next 50 cars listed on platform
Melon
by Kevin WangMelon was a food delivery startup that achieved $10K MRR within 2 months by pooling orders for coordinated, efficient drop-offs. Founded by Kevin Wang and two technical co-founders, the service paired pre-ordered meals with fixed delivery windows, allowing them to deliver 15+ items per trip in under 30 minutes. Despite early success with 500 users, the founders realized the path to profitability mirrored unsustainable on-demand competitors and chose to shut down rather than chase growth with heavy capital.
First customers: Direct outreach through existing group chats and spam to friends at Georgia Tech campus
Giga3D
by Yonatan VolovelskyGiga3D is a marketplace connecting mechanical engineers and product companies with on-demand manufacturers for 3D printing, CNC, and sheet metal work. Founded by a technical founder, a marketing expert, and an industry veteran with 10 years of manufacturing experience, the bootstrapped Israeli startup launched in April 2020 and has reached $12,000 MRR with 10 customers (5 returning) and 30 transactions averaging $2,000 each, generating 30% profit margins.
First customers: Inbound referrals from founder's previous network in 3D manufacturing industry
Laundra
by Jennifer MeyerLaundra is a peer-to-peer marketplace for laundry services, launching in early 2020 with $900k in seed funding. Jennifer Meyer joined as CEO in July 2023 and found the company doing $5k/month in revenue from 30 customers after the original founders ran out of funding. The company relies primarily on organic search and word-of-mouth with virtually zero marketing spend, and is now raising $750k at a $3M cap to accelerate growth through paid marketing.
Kobalt.co
by Elle BlackKobalt.co is a B2B marketplace connecting creators with vetted suppliers for physical product manufacturing. Founded by Elle Black in late 2019, the company has facilitated 177 product launches in the past year with 36% of creators launching second products. The company operates on an 8% transaction fee model from suppliers and is venture-backed with $2.8M raised to date.
First customers: Direct outreach and vetting during closed beta period before self-service launch
Fanbase
by IsaacFanbase is a creator monetization platform launched in 2019 that allows content creators to earn revenue through subscriptions and virtual currency tips. With over 200,000 total downloads and 49,000 monthly active users, the platform has generated over $300,000 in creator earnings while Fanbase takes a 20% commission. Isaac raised $3.5M at a $20M valuation via Start Engine to scale the platform targeting Gen Z creators.
First customers: Organic platform usage by early users during proof-of-concept phase (2018-2019)
Japan Dev
by Eric TurnerJapan Dev is a curated job board for English-speaking software developers seeking work in Japan, founded by Eric Turner in 2019. Starting from a personal pain point during his own job search in Tokyo, Eric bootstrapped the two-sided marketplace to $83k ARR with just his wife as his co-founder, using a unique per-hire revenue model (companies only pay when they successfully hire) instead of traditional job posting fees. Growth came primarily through SEO and organic discovery as developers Googled for English jobs in Japan.
First customers: Direct outreach to Eric's employer (Mercari) where he worked as a software developer; leveraged existing network in HR department.
Campertunity
by Nora LozanoCampertunity is a peer-to-peer camping marketplace that launched in Canada in 2018, introducing camping to the shared economy. Founded by Nora Lozano, an engineer with a passion for nature, the platform allows landowners to list private land for camping and campers to book sites. After generating significant pre-launch media attention, the company grew through organic PR and Facebook community engagement, reaching 400+ users and 50 listings within its first year.
First customers: Pre-launch media attention generated 250 landing page signups before launch; 3 people listed land on launch day