From a law firm’s perspective, preparing a company for an IPO means bringing together client documents, web research, communications, regulations and compliance requirements. This session focuses on one of the key sections of an IPO filing: Risk Factors. We will show how premium financial market data, bespoke data curation, AI agents, classical data science, NLP and statistics are leveraged to draft and evaluate this section, and what it takes to use AI as part of a complete, reliable solution.