Case Study: a U.S.-based litigation firm cuts document review time with Django Stars' AI LegalTech platform

a U.S.-based litigation firm cuts document review from 16 hours to under 4 with Django Stars

Django Stars developed an AI-powered legal document intelligence platform for a U.S.-based litigation firm. The client was challenged by its reliance on inefficient keyword searches and manual reviews, which lacked legal nuance. They also faced difficulties with inconsistent document formats, a lack of governance for compliance, and strict confidentiality requirements that limited their use of third-party AI tools.

The solution implemented by Django Stars included a hybrid search system combining keyword and vector search, an AI orchestration layer for summarization, and a secure, encrypted cloud infrastructure with audit trails. As a result, Django Stars helped cut document review time from 16 hours to under 4 hours per case and improved clause retrieval accuracy from 62% to 91%, while also ensuring compliance and creating a scalable foundation for future AI-driven improvements.