How GoPerfect Built an Agentic Recruiting Workforce with Qdrant Cloud - Qdrant

This post details how GoPerfect built an agentic recruiting workforce by leveraging Qdrant's hybrid search and multi-vector capabilities. They moved from a single dense embedding per candidate to a structured set of vectors, enabling more granular retrieval. This, combined with LLM orchestration, achieved near-perfect match accuracy (99.993%) compared to the industry baseline of 30%. The predictable retrieval latency of Qdrant was crucial for the agent's ability to run multiple parallel sub-queries and reason over the results within an interactive budget, completing complex searches in under 10 seconds.