Codeset Recommendation

To ensure users could confidently adopt generative AI for complex medical analysis, my core design principle for MapAI was transparency. For users to trust an AI-generated recommendation, they must understand its reasoning.

This interface is designed to provide a "glass box" experience. Instead of just delivering a final answer, MapAI explains its step-by-step process: it confirms the user's intent, details the exact search parameters used, clarifies adjustments made to the query, and justifies why a new codeset was drafted. This "show your work" methodology is vital for building user trust, as it empowers clinical and research professionals to quickly validate the AI's logic and feel secure integrating its outputs into their workflows.