
6/10/2025 · Daniel Azoulai
What this post added
This post details how ConvoSearch, an AI-powered recommendation engine for D2C e-commerce brands, migrated from Pinecone to Qdrant. The migration was driven by Qdrant's significantly lower query latency (10ms vs 50-100ms) and superior metadata handling capabilities, which were crucial for ConvoSearch's real-time re-ranking and personalization needs. The implementation involved hosting Qdrant on dedicated servers with NVIDIA GPUs, enabling substantial revenue increases for ConvoSearch's clients, including a 60% uplift for The Closet Lover. The post highlights the direct business impact of Qdrant's performance and flexibility in enabling advanced e-commerce search functionalities.