This blog post explores the use of prompt engineering for AI-assisted onboarding at Etsy, specifically in relation to answering questions about Travel & Entertainment policies and community forum queries. It outlines the benefits and limitations of prompt engineering compared to traditional fine-tuning of large language models (LLMs). The findings indicate high accuracy in answering internal policy questions but also highlight challenges in achieving reliable responses due to the complexity of community forum data.