Proposing the field mapping for a new or changed source file by inspecting its structure and sample values, rather than requiring a person to configure the mapping by hand.
Language model inspecting column headers and sample rows, proposing a mapping to the internal schema with a confidence indication per field
LLM API; pandas for profiling the sample