A 10x increase in scale met a 90% cost reduction at Notion. The company optimized its vector search infrastructure to handle massive data growth without inflating spend. This transition proves that early RAG implementations require aggressive refinement to remain viable. Engineers can now prioritize efficiency over raw capacity in production environments.