How do you ensure consistency in RAG-based systems across updates?

Consistency in RAG systems is maintained using versioned embeddings, indexed snapshots, and controlled retrieval updates.

RAG systems depend on both embedding models and vector databases. If embeddings or documents change without version control, retrieval results become inconsistent. Production systems use snapshot-based indexing, embedding versioning, and controlled re-indexing pipelines to ensure reproducibility.