A study demonstrates that a collection of open-source models, referred to as 'Herd,' can match or surpass the performance of proprietary models like ChatGPT. By using an intelligent router, Herd can identify a suitable model to answer queries that ChatGPT cannot, achieving success in at least 40% of such cases.