The AI Tinkerers Summer Hackathon, organized by AI Tinkerers and Madrona Ventures, saw the triumph of a team comprising Reza Salehi, Ramsey Khadder, and Pratik Prakash, who developed Sherlock AI, a Discord bot designed to streamline information retrieval from company documentation and support threads. Leveraging Cohere's Rerank technology, which enhances search precision with minimal coding, the team created a functional demo within the hackathon timeframe, addressing the common challenge of navigating incomplete documentation and support channels for technical queries. The hackathon offered exclusive access to the Rerank private beta, which significantly expedited the development process for the winning team, emphasizing its utility for both large enterprises with extensive internal frameworks and smaller companies reliant on open-source projects. As the first-place winners, the team received prizes including cloud credits, Cohere credits, and a VIP dinner invitation, while all participants enjoyed community swag.