December 2, 20256 min read
How to Prepare Enterprise Data for GenAI
Data profiling, document corpora validation, lineage, and quality SLAs — how to prepare enterprise data for GenAI and RAG at scale.
Profile before you retrieve
Automated profiling reveals completeness, freshness, and schema issues before they break RAG pipelines.
Validate document corpora
Chunking strategy, OCR quality, and metadata enrichment directly affect retrieval accuracy.
Document lineage
AI consumers need to know which tables and documents feed each RAG collection.
Define quality SLAs
Agree on freshness, accuracy, and ownership before promoting data to production AI.