By Greg Nowak, 9 June, 2026 OpenAI File Search Turns Messy Internal Docs Into a Real Retrieval-Governance Project OpenAI makes file-based retrieval easy to stand up. The real production work is governance: cleaning documents, structuring vector stores, designing metadata, tuning chunking, setting expiry rules, and keeping storage costs under control. Tags AI automation RAG OpenAI data governance