Tracing AI Decisions Back to Source Data

Enterprise AI systems often cannot trace a specific decision back through data, context, reasoning, recommendation, and action. A healthcare readmission-risk model flagged patients as low-risk due to a silent semantic layer drift from an upstream schema change. Fixes include fingerprinting decisions and versioning semantic layer definitions.