Metadata at Ingestion Cuts AI Hallucinations, Saves 60% of Projects
AI teams must capture provenance, schema, and source context as data enters pipelines; without that, models hallucinate using stale or non‑canonical data. Gartner predicts 60% of AI projects will fail without proper metadata and observability. Embedding annotations at collection boosts reliability and meets emerging AI governance standards.