Browse Case Studies

Will Robots Take My Job is a free web tool that analyzes job titles against a 2013 Oxford research report to predict automation risk. Built by Mubashar Iqbal and Tim Matar over 2 months and launched on Product Hunt, the site achieved 6 million page views in less than 3 weeks, demonstrating how a well-executed launch on Product Hunt can drive viral press coverage across major outlets like MSN and AOL.

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.