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About

Qdrant is a high-performance, composable vector search engine built in Rust for production-grade semantic, hybrid, and agentic workloads. Combine dense vectors, sparse vectors, metadata filters, multi-vector representations, and custom scoring as primitives at query time. Written in Rust for memory efficiency, SIMD optimization, and predictable performance without garbage collection pauses. No wrappers, no bolt-ons, no legacy compromises — just a custom HNSW implementation and storage engine built specifically for vector workloads.

About

Combine semantic relevance and user feedback to reliably retrieve the optimal document chunks in your retrieval augmented generation system. Combine semantic relevance and document freshness in your search system, because more recent results tend to be more accurate. Build a real-time personalized ecommerce product feed with user vectors constructed from SKU embeddings the user interacted with. Discover behavioral clusters of your customers using a vector index in your data warehouse. Describe and load your data, use spaces to construct your indices and run queries - all in-memory within a Python notebook.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Anyone interested in a vector search engine

Audience

Organizations wanting a data engineer solution to turn data into vector embeddings

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Not Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Supported
Live Online Not Supported
In Person Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Company Information

Qdrant
Founded: 2021
Germany
qdrant.tech/

Company Information

Superlinked
Founded: 2021
United States
superlinked.com

Alternatives

Alternatives

txtai

txtai

NeuML
Vespa

Vespa

Vespa.ai

Categories

AI Memory Layers Supported
eCommerce Search Supported
Neural Search Supported
Site Search Supported
Vector Databases Supported

Categories

Integrations

Apify Supported
Azure Marketplace Supported
ChatGPT Pro Supported
CogniSync Supported
Dropstone Supported
ElectroNeek Supported
IBM watsonx.data Supported
Knolli Supported
Kong AI Gateway Supported
LLMWare.ai Supported
Langflow Supported
NLWeb Supported
OmniMind Supported
OpenLIT Supported
Peaka Supported
Python Not Supported
Skott Supported
Unremot Supported
Workers by Delos Supported
voyage-code-3 Supported

Integrations

Apify Not Supported
Azure Marketplace Not Supported
ChatGPT Pro Not Supported
CogniSync Not Supported
Dropstone Not Supported
ElectroNeek Not Supported
IBM watsonx.data Not Supported
Knolli Not Supported
Kong AI Gateway Not Supported
LLMWare.ai Not Supported
Langflow Not Supported
NLWeb Not Supported
OmniMind Not Supported
OpenLIT Not Supported
Peaka Not Supported
Python Supported
Skott Not Supported
Unremot Not Supported
Workers by Delos Not Supported
voyage-code-3 Not Supported
Claim Qdrant and update features and information
Claim Qdrant and update features and information
Claim Superlinked and update features and information
Claim Superlinked and update features and information