The ISEE system uses a scoring mechanism to identify ambiguous database field descriptions. It gathers missing domain knowledge through interactive prompts to bridge the gap between raw data and LLM understanding. This refinement improves agent performance in downstream tasks like entity-linking. It addresses the common problem of undocumented custom fields.