Browse Case Studies

Claude Code is Anthropic's AI-powered coding assistant that grew from a terminal prototype to generating 4% of public GitHub commits with daily active users doubling last month. Built by Boris Cherny, the tool represents a fundamental shift in how developers work, with companies like Spotify reporting their best developers haven't written code since December. Claude Code exemplifies product-led growth driven by demonstrable productivity gains and latent demand for AI-assisted development.

The Browser Company, founded by Josh Miller and Hirsch, builds Arc, a web browser focused on optimizing for user feelings rather than pure metrics. The company has grown at over 10% week-over-week for eight months, maintaining D5D7 (Daily Active Users using the product 5+ days per week) retention in the low-to-mid 30s to low 40s range. The company culture emphasizes heartfelt intensity, assuming you don't know, and celebrating team members publicly to rebuild trust in tech companies.

Community Notes is a crowdsourced fact-checking system on X (formerly Twitter) that allows regular users to add contextual notes to potentially misleading posts. Using a proprietary 'bridging-based agreement' algorithm that rewards notes approved by people who typically disagree, the system has grown to nearly 1 million volunteer contributors and delivered 30 billion note views in 2024—more than double the prior year. The product's success demonstrates that open, decentralized approaches to information quality can outperform traditional centralized fact-checking.

Cursor is an AI-powered code editor that reimagines how engineers build software by moving beyond traditional code writing toward intent-based, higher-level programming. Launched in 2022 after just 3 months of development, Cursor achieved legendary growth reaching $100M ARR in 20 months and $300M ARR within 2 years, driven entirely by product quality and organic word-of-mouth adoption. The team differentiates itself through custom model development, dog-fooding, and a human-in-the-loop philosophy that keeps engineers in control while leveraging AI to automate repetitive tasks.