Browse Case Studies
SaaS
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usage-based
My First Million
6 case studies found
Neustar (or domain auction platform - specific company name not clearly stated)
by Sean (last name not provided in transcript)Sean built an ascending-clock second-price auction platform to resolve disputes over valuable new top-level domains (.app, .blog, .church, etc.) worth hundreds of millions. After 8 months of grueling direct outreach to reluctant tech giants, he convinced Google and other major companies to use the platform, which has since facilitated auctions exceeding $100 million per domain. The business model charges 4% commission on auction proceeds.
Vongole
by Jack SmithVongole was a mobile app advertising network founded by Jack Smith that pioneered cost-per-install (CPI) pricing rather than traditional CPM (cost-per-thousand-impressions) metrics. The company discovered product-market fit in just two weeks by pivoting from an app store review aggregator after customer research revealed that app developers' biggest pain point was user acquisition. The company achieved hundreds of millions in revenue and sold for approximately $750 million.
Cherry
by LukeCherry is a browser extension that helps accommodation businesses get direct bookings by showing customers better deals when they search on travel sites like Expedia and Booking.com. In four months, they onboarded nearly 1,000 partner properties across Australia, New Zealand, and Canada, with plans to launch in the US with 20,000 properties by November. They charge hotels a performance fee of $10/month plus $0.79 per click, significantly cheaper than the 30% commissions charged by major OTAs.
Tiny Co
by Sulamon AliSulamon Ali founded Tiny Co in 2009 to create mobile games for the newly launched iPhone App Store. Their first game, Tap Resort, generated $500-600K in revenue in its first month through a partnership with mobile ad network Tapjoy. After raising $18M from Andreessen Horowitz (with Mark Andreessen joining the board), they scaled to $20M revenue in year one and $40M in year two, but hit a wall when Japanese mobile gaming competitors drove customer acquisition costs from $1 to $9, destroying their unit economics and leading to significant monthly losses.
Vungal
by Jack SmithVungal was a mobile app advertising network founded by Jack Smith that pioneered cost-per-install (CPI) pricing instead of traditional CPM models. The company launched 12-18 months after the iPhone App Store opened, capturing perfect timing in a high-growth market. It sold for hundreds of millions in revenue with 60% margins for the company, making it one of the most profitable ad tech businesses.
Vongol
by Jack SmithVongol was a mobile video ad network founded by Jack Smith that revolutionized app monetization by charging based on app installs rather than video impressions. Starting with mockup-driven cold outreach that generated ~$1M in developer commitments, the company scaled to ~$1M in daily revenue within seven years and sold for approximately $800M. The company's competitive advantage included proprietary iPhone screen recording capabilities and direct relationships with app developers.