Case Study: Private Market Investors achieve source-linked, compliant fund analysis with Windmill

Private Market Investors inspect fund answers in under five minutes with Windmill

Private Market Investors, a private market investment firm, faced the challenge of efficiently analyzing complex fund documentation, including offering memoranda and fact sheets, to find answers about strategy, fees, and liquidity. They partnered with vendor Windmill to implement a chat-based conversational interface powered by AI.

Windmill designed and engineered a document-grounded solution that processes fund materials for text extraction and retrieval. This allows investors to ask questions in natural language and receive answers with citations back to the source documents. The solution provides structured responses, including tables and charts, to help users inspect information and understand its basis, though the case study notes that its universal effectiveness requires further evaluation.