mirror of
https://github.com/qdrant/landing_page.git
synced 2026-09-28 23:48:31 +02:00
44 lines
1.9 KiB
Markdown
44 lines
1.9 KiB
Markdown
---
|
|
title: Search with Qdrant
|
|
description: 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.
|
|
features:
|
|
- id: 0
|
|
icon:
|
|
src: /icons/outline/similarity-blue.svg
|
|
alt: Similarity
|
|
title: Semantic Search
|
|
description: 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.
|
|
link:
|
|
text: Learn More
|
|
url: /documentation/concepts/search/
|
|
- id: 1
|
|
icon:
|
|
src: /icons/outline/search-text-blue.svg
|
|
alt: Search text
|
|
title: Hybrid Search for Text
|
|
description: 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.
|
|
link:
|
|
text: Learn More
|
|
url: /documentation/beginner-tutorials/hybrid-search-fastembed/
|
|
- id: 2
|
|
icon:
|
|
src: /icons/outline/selection-blue.svg
|
|
alt: Selection
|
|
title: Multimodal Search
|
|
description: Qdrant's capability extends to multi-modal search, indexing and retrieving various data forms (text, images, audio) once vectorized, facilitating a comprehensive search experience.
|
|
link:
|
|
text: View Tutorial
|
|
url: /documentation/tutorials/multimodal-search-fastembed/
|
|
- id: 3
|
|
icon:
|
|
src: /icons/outline/filter-blue.svg
|
|
alt: Filter
|
|
title: Single Stage filtering That Works
|
|
description: Qdrant enhances search speeds and control and context understanding through filtering on any nested entry in our payload. Unique architecture allows Qdrant to avoid expensive pre-filtering and post-filtering stages, making search faster and accurate.
|
|
link:
|
|
text: Learn More
|
|
url: /articles/filtrable-hnsw/
|
|
sitemapExclude: true
|
|
---
|
|
|