qdrant.io

qdrant.io

Qdrant is an open-source vector database and search engine designed for efficient similarity search in AI applications.

About qdrant.io

Qdrant is an open-source, high-performance vector database built in Rust, offering fast and scalable similarity search for AI applications. Its intuitive API allows seamless integration with popular embedding models and frameworks, enabling use cases like matching, searching, and recommendations. Qdrant also features advanced scoring and reranking capabilities, making it ideal for complex AI-driven data analysis and retrieval tasks.

How to Use

Deploy Qdrant locally using Docker with the Quick Start Guide or via the GitHub repository. Convert embeddings or neural network outputs into applications for efficient matching, searching, and recommendation tasks.

Features

  • Simple deployment and user-friendly interface
  • Seamless integration with leading embedding frameworks
  • Built in Rust for robustness and speed
  • Supports large-scale, high-performance vector searches
  • Scalable cloud-native architecture with high availability
  • Cost-effective storage with compression options

Use Cases

  • Anomaly detection and data pattern analysis
  • Personalized recommendation engines
  • Retrieval-augmented generation (RAG) for AI content
  • Deep semantic similarity search
  • AI agents for complex task execution

Best For

Data ScientistsMachine Learning EngineersAI DevelopersSoftware EngineersRecommendation System BuildersAI ResearchersData Analysts

Pros

  • Open-source and built in Rust for optimal performance
  • Integrates smoothly with diverse embedding models
  • Trusted by leading AI solutions worldwide
  • Offers scalable, cloud-native deployment options
  • Enables fast, accurate vector similarity searches
  • Includes cost-efficient storage with compression

Cons

  • Requires technical expertise for deployment and management
  • Enterprise pricing details available only upon request

Pricing Plans

Choose the perfect plan. All plans include 24/7 support.

Managed Cloud

Starting at $0

Includes a free 1GB cluster with no credit card required.

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Most Popular

Hybrid Cloud

$0.014 per hour

Pay-as-you-go pricing for hybrid deployments.

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Private Cloud

Custom

Pricing available upon request.

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FAQs

What is Qdrant?
Qdrant is an open-source vector database optimized for fast, scalable similarity search in AI applications, built using Rust.
What are common use cases for Qdrant?
Qdrant supports use cases such as recommendation engines, semantic search, anomaly detection, and AI-powered data retrieval.
How do I deploy Qdrant?
You can deploy Qdrant locally with Docker or opt for the managed Qdrant Cloud platform.
What benefits does Qdrant Cloud offer?
Qdrant Cloud provides fully managed services, multi-region support, auto-scaling, monitoring, backups, high availability, and seamless upgrades.
What is Qdrant Hybrid Cloud?
Qdrant Hybrid Cloud enables connecting your own infrastructure—cloud, on-premise, or edge—to the managed Qdrant Cloud environment.