A 10x increase in scale coincided with a 90% cost reduction for Notion's vector search implementation. The team optimized their retrieval architecture over two years to handle massive data growth. These efficiency gains prove that high-scale RAG is sustainable through aggressive infrastructure tuning. Developers can now prioritize cost-effective indexing strategies.