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features
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support

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Description

Qdrant serves as a sophisticated vector similarity engine and database, functioning as an API service that enables the search for the closest high-dimensional vectors. By utilizing Qdrant, users can transform embeddings or neural network encoders into comprehensive applications designed for matching, searching, recommending, and far more. It also offers an OpenAPI v3 specification, which facilitates the generation of client libraries in virtually any programming language, along with pre-built clients for Python and other languages that come with enhanced features. One of its standout features is a distinct custom adaptation of the HNSW algorithm used for Approximate Nearest Neighbor Search, which allows for lightning-fast searches while enabling the application of search filters without diminishing the quality of the results. Furthermore, Qdrant supports additional payload data tied to vectors, enabling not only the storage of this payload but also the ability to filter search outcomes based on the values contained within that payload. This capability enhances the overall versatility of search operations, making it an invaluable tool for developers and data scientists alike.

Description

TopK is a cloud-native document database that runs on a serverless architecture. It's designed to power search applications. It supports both vector search (vectors being just another data type) as well as keyword search (BM25 style) in a single unified system. TopK's powerful query expression language allows you to build reliable applications (semantic, RAG, Multi-Modal, you name them) without having to juggle multiple databases or services. The unified retrieval engine we are developing will support document transformation (automatically create embeddings), query comprehension (parse the metadata filters from the user query), adaptive ranking (provide relevant results by sending back "relevance-feedback" to TopK), all under one roof.

API Access

Has API No 

API Access

Has API No 

Screenshots View All

Screenshots View All

No images available

Integrations

Activepieces Yes 
Apify Yes 
Azure Marketplace Yes 
Broxi AI Yes 
ChatGPT Plus Yes 
Cognee Yes 
CogniSync Yes 
Database Mart Yes 
DocsGPT Yes 
Dropstone Yes 
ElectroNeek Yes 
LLMWare.ai Yes 
Langflow Yes 
Leo Yes 
Mazaal AI Yes 
Mimasa AI Yes 
OpenLIT Yes 
Skott Yes 
Workers by Delos Yes 
voyage-code-3 Yes 

Integrations

Activepieces No 
Apify No 
Azure Marketplace No 
Broxi AI No 
ChatGPT Plus No 
Cognee No 
CogniSync No 
Database Mart No 
DocsGPT No 
Dropstone No 
ElectroNeek No 
LLMWare.ai No 
Langflow No 
Leo No 
Mazaal AI No 
Mimasa AI No 
OpenLIT No 
Skott No 
Workers by Delos No 
voyage-code-3 No 

Pricing Details

No price information available.
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial Yes 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours Yes 
Live Rep (24/7) Yes 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars Yes 
Live Training (Online) No 
In Person Yes 

Types of Training

Training Docs Yes 
Webinars Yes 
Live Training (Online) Yes 
In Person No 

Vendor Details

Company Name

Qdrant

Founded

2021

Country

Germany

Website

qdrant.tech/

Vendor Details

Company Name

TopK

Founded

2024

Country

United States

Website

www.topk.io

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