| Search with Qdrant |
Qdrant enhances search, offering semantic, similarity, multimodal, and hybrid search capabilities for accurate, user-centric results, serving applications in different industries like e-commerce to healthcare. |
| id |
icon |
title |
description |
link |
| 0 |
| src |
alt |
| /icons/outline/similarity-blue.svg |
Similarity |
|
Semantic Search |
Qdrant optimizes similarity search, identifying the closest database items to any query vector for applications like recommendation systems, RAG and image retrieval, enhancing accuracy and user experience. |
| text |
url |
| Learn More |
/documentation/search/search/ |
|
|
| id |
icon |
title |
description |
link |
| 1 |
| src |
alt |
| /icons/outline/search-text-blue.svg |
Search text |
|
Hybrid Search for Text |
By combining dense vector embeddings with sparse vectors e.g. BM25, Qdrant powers semantic search to deliver context-aware results, transcending traditional keyword search by understanding the deeper meaning of data. |
| text |
url |
| Learn More |
/documentation/beginner-tutorials/hybrid-search-fastembed/ |
|
|
| id |
icon |
title |
description |
link |
| 2 |
| src |
alt |
| /icons/outline/selection-blue.svg |
Selection |
|
Multimodal Search |
Qdrant's capability extends to multi-modal search, indexing and retrieving various data forms (text, images, audio) once vectorized, facilitating a comprehensive search experience. |
| text |
url |
| View Tutorial |
/documentation/tutorials/multimodal-search-fastembed/ |
|
|
| id |
icon |
title |
description |
link |
| 3 |
| src |
alt |
| /icons/outline/filter-blue.svg |
Filter |
|
Pre-Filtering that Works |
Qdrant enhances search speeds and control and context understanding through pre-filtering on any nested entry in our payload. This filter works first – making your search faster and combines with our hybrid search and multi-modal search seamlessly. |
| text |
url |
| Learn More |
/articles/filterable-hnsw/ |
|
|
|
true |
