qdrant-search-quality

name	qdrant-search-quality
description	Guidance on how to improve the search quality in Qdrant, including tips on tuning parameters, and applying information retrieval best practices. Use when you want to enhance the relevance and accuracy of search results in your Qdrant deployment.
allowed-tools	["Read","Grep","Glob"]

Qdrant Search Quality

Search quality is a critical aspect of any vector search system, including Qdrant. Qdrant supports a variety of techniques to improve search quality. Choice of the right technique depends on the specific use case and requirements of your application. This document serves as a navigation hub for different techniques to improve search quality in Qdrant.

Identifying Source of Search Quality Issues

Tuning Vector Index Parameters

Choosing Right Embedding Model

Whether to use hybrid search

Whether to use reranking

Whether to use relevance feedback