Qdrant has positively impacted my organization by significantly improving our RAG system's latency, cost-efficiency, and accuracy.
Qdrant enhances organizations' RAG systems by improving latency, cost-efficiency, and accuracy. Its hybrid search and quantization reduce cloud bills by 30% and boost accuracy from 45-50% to 85-95%, while ensuring response times under one second. Though it improves ROI by saving engineering time, challenges include limited developer features, complex architecture, absence of built-in role-based access control, difficult clustering setup, and frustration with cloud expiration after a week of inactivity.
