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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

Vald is a highly scalable distributed fast approximate nearest neighbor dense vector search engine. Vald is designed and implemented based on the Cloud-Native architecture. It uses the fastest ANN Algorithm NGT to search neighbors. Vald has automatic vector indexing and index backup, and horizontal scaling which made for searching from billions of feature vector data. Vald is easy to use, feature-rich and highly customizable as you needed. Usually the graph requires locking during indexing, which cause stop-the-world. But Vald uses distributed index graph so it continues to work during indexing. Vald implements its own highly customizable Ingress/Egress filter. Which can be configured to fit the gRPC interface. Horizontal scalable on memory and cpu for your demand. Vald supports to auto backup feature using Object Storage or Persistent Volume which enables disaster recovery.

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

Developers interested in a powerful vector search engine and database

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 Not 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

Free
Open source
Free Version 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 Not Supported
In Person Not Supported

Company Information

Qdrant
Founded: 2021
Germany
qdrant.tech/

Company Information

Vald
vald.vdaas.org

Alternatives

Alternatives

Embeddinghub

Embeddinghub

Featureform
Vespa

Vespa

Vespa.ai
txtai

txtai

NeuML

Categories

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

Categories

Neural Search Supported
Vector Databases Supported

Integrations

IBM watsonx.data Supported
Activepieces Supported
Airtool Supported
ChatGPT Plus Supported
ChatGPT Pro Supported
CogniSync Supported
DocsGPT Supported
ElectroNeek Supported
Kong AI Gateway Supported
LLMWare.ai Supported
Langtrace Supported
Leo Supported
Mazaal AI Supported
Mimasa AI Supported
NLWeb Supported
OmniMind Supported
OpenLIT Supported
Prem AI Supported
Skott Supported
Unremot Supported

Integrations

IBM watsonx.data Supported
Activepieces Not Supported
Airtool Not Supported
ChatGPT Plus Not Supported
ChatGPT Pro Not Supported
CogniSync Not Supported
DocsGPT Not Supported
ElectroNeek Not Supported
Kong AI Gateway Not Supported
LLMWare.ai Not Supported
Langtrace Not Supported
Leo Not Supported
Mazaal AI Not Supported
Mimasa AI Not Supported
NLWeb Not Supported
OmniMind Not Supported
OpenLIT Not Supported
Prem AI Not Supported
Skott Not Supported
Unremot Not Supported
Claim Qdrant and update features and information
Claim Qdrant and update features and information
Claim Vald and update features and information
Claim Vald and update features and information