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---
title: "Seamlessly connect Qdrant with a wide array of cloud providers and infrastructure platforms, including but not limited to these options:"
partnersFirstPart:
- id: 0
name: AWS
logo:
src: /img/cloud-provider-logos/aws-logo.svg
alt: AWS logo
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name: Google Cloud
logo:
src: /img/cloud-provider-logos/google-cloud-logo.svg
alt: Google Cloud logo
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name: Digital Ocean
logo:
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alt: Digital Ocean logo
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name: Oracle Cloud
logo:
src: /img/cloud-provider-logos/oracle-cloud-logo.svg
alt: Oracle Cloud logo
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name: Linode
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alt: Linode logo
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name: AWS
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src: /img/cloud-provider-logos/aws-logo.svg
alt: AWS logo
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name: Google Cloud
logo:
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alt: Google Cloud logo
- id: 7
name: Digital Ocean
logo:
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alt: Digital Ocean logo
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name: Oracle Cloud
logo:
src: /img/cloud-provider-logos/oracle-cloud-logo.svg
alt: Oracle Cloud logo
- id: 9
name: Linode
logo:
src: /img/cloud-provider-logos/linode-logo.svg
alt: Linode logo
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- id: 0
name: Rancher
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alt: Rancher logo
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name: Azure
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alt: Azure logo
- id: 2
name: VMWare Tanzu
logo:
src: /img/cloud-provider-logos/vmware-tanzu-logo.svg
alt: VMWare Tanzu logo
- id: 3
name: Openshift
logo:
src: /img/cloud-provider-logos/openshift-logo.svg
alt: Openshift logo
- id: 4
name: Scaleway
logo:
src: /img/cloud-provider-logos/scaleway-logo.svg
alt: Scaleway logo
- id: 5
name: Rancher
logo:
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alt: Rancher logo
- id: 6
name: Azure
logo:
src: /img/cloud-provider-logos/azure-logo.svg
alt: Azure logo
- id: 7
name: VMWare Tanzu
logo:
src: /img/cloud-provider-logos/vmware-tanzu-logo.svg
alt: VMWare Tanzu logo
- id: 8
name: Openshift
logo:
src: /img/cloud-provider-logos/openshift-logo.svg
alt: Openshift logo
- id: 9
name: Scaleway
logo:
src: /img/cloud-provider-logos/scaleway-logo.svg
alt: Scaleway logo
sitemapExclude: true
---
| hybrid-cloud/hybrid-cloud-partners.md |
---
title: Seamless Kubernetes Integration
descriptionFirstPart: Qdrant Hybrid Cloud integrates Kubernetes clusters from any setting - cloud, on-premises, or edge - into a unified, enterprise-grade managed service.
descriptionSecondPart: It ensures data privacy, deployment flexibility, low latency, and delivers cost savings, elevating standards for vector search and AI applications.
image:
src: /img/kubernetes-clusters.svg
alt: Qdrant Kubernetes integration
sitemapExclude: true
---
| hybrid-cloud/hybrid-cloud-kubernetes-clusters.md |
---
title: 'Qdrant Hybrid Cloud: Flexible Deployment, Data Privacy, and Cost Efficiency'
description: Qdrant's new Hybrid Cloud was created for seamless deployment and management of vector databases. Ensure privacy, data sovereignty, and cost efficiency for AI-driven applications. Learn more and get started today.
keywords: hybrid cloud vector database, hybrid cloud management, kubernetes integration, hybrid cloud deployment
build:
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cascade:
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| hybrid-cloud/_index.md |
---
cards:
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icon:
src: /icons/outline/separate-blue.svg
alt: Separate
title: Deployment Flexibility
description: Use your existing infrastructure, whether it be on cloud platforms, on-premise setups, or even at edge locations.
- id: 1
icon:
src: /icons/outline/money-growth-blue.svg
alt: Money growth
title: Unmatched Cost Advantage
description: Maximum deployment flexibility to leverage the best available resources, in the cloud or on-premise.
- id: 2
icon:
src: /icons/outline/speedometer-blue.svg
alt: Speedometer
title: Ultra-Low Latency
description: On-premise deployment for lightning-fast, low-latency access.
- id: 3
icon:
src: /icons/outline/cloud-system-blue.svg
alt: Cloud system
title: Data Privacy & Sovereignty
description: Keep your sensitive data with your secure premises, while enjoying the benefits of a managed cloud.
- id: 4
icon:
src: /icons/outline/switches-blue.svg
alt: Switches
title: Transparent Control
description: Fully managed experience for your Qdrant clusters, while your data remains exclusively yours.
sitemapExclude: true
---
| hybrid-cloud/hybrid-cloud-cases.md |
---
title: Global Partners & Integrations
description: Benefit from our collaboration with top cloud platforms, state-of-the-art AI embeddings, and dynamic frameworks.
image:
src: /img/partners-hero-logos.svg
srcMobile: /img/mobile/partners-hero-logos.svg
alt: Partners logos
sitemapExclude: true
---
| partners/partners-hero.md |
---
review: “With the landscape of AI being complex for most customers, Qdrant's ease of use provides an easy approach for customers' implementation of RAG patterns for Generative AI solutions and additional choices in selecting AI components on Azure.”
names: Tara Walker
positions: Principal Software Engineer at Microsoft
avatar:
src: /img/customers/tara-walker.svg
alt: Tara Walker Avatar
logo:
src: /img/brands/microsoft.svg
alt: Logo
sitemapExclude: true
---
| partners/partners-testimonial.md |
---
title: Cloud Partners
description: Qdrant Cloud seamlessly integrates with top cloud platforms and is available on leading marketplaces.
link:
url: https://cloud.qdrant.io/
text: Get Started with Qdrant Cloud
sitemapExclude: true
---
| partners/partners-cloud.md |
---
title: Become a Certified Solutions Partner
description: We partner with industry leaders to deliver innovative solutions and an exceptional customer experience.
button:
url: /contact-us/
text: Become a Partner
image:
src: /img/partner-banner.svg
alt: Become a Partner preview
sitemapExclude: true
---
| partners/partners-get-started.md |
---
description: "Qdrant stands out in handling embeddings by consistently achieving the lowest latency, ensuring quicker response times in data retrieval:"
link:
url: /benchmarks/
text: See Our Benchmarks Report
image:
src: /img/partners-embeddings.svg
srcMobile: /img/mobile/partners-embeddings.svg
alt: 1M-Open-AI-Embeddings
sitemapExclude: true
---
| partners/partners-embeddings.md |
---
title: Embeddings Integrations
description: Qdrant’s integrations allow you to bring state-of-the-art AI and machine learning capabilities, and to enrich data analysis and search precision.
link:
url: /documentation/embeddings/
text: See All Embeddings
integrations:
- id: 0
icon:
src: /img/integrations/integration-cohere.svg
alt: Cohere logo
title: Cohere
description: Integrate Qdrant with Cohere's co.embed API and Python SDK.
- id: 1
icon:
src: /img/integrations/integration-gemini.svg
alt: Gemini logo
title: Gemini
description: Connect Qdrant with Google's Gemini Embedding Model API seamlessly.
- id: 2
icon:
src: /img/integrations/integration-open-ai.svg
alt: OpenAI logo
title: OpenAI
description: Easily integrate OpenAI embeddings with Qdrant using the official Python SDK.
- id: 3
icon:
src: /img/integrations/integration-aleph-alpha.svg
alt: Aleph Alpha logo
title: Aleph Alpha
description: Integrate Qdrant with Aleph Alpha's multimodal, multilingual embeddings.
- id: 4
icon:
src: /img/integrations/integration-jina.svg
alt: Jina logo
title: Jina AI
description: Easily integrate Qdrant with Jina AI's embeddings API.
- id: 5
icon:
src: /img/integrations/integration-aws.svg
alt: AWS logo
title: AWS Bedrock
description: Utilize AWS Bedrock's embedding models with Qdrant seamlessly.
sitemapExclude: true
---
| partners/partners-integrations.md |
---
title: Frameworks
description: Qdrant supports leading frameworks so you can streamline natural language processing, enhance large-scale data retrieval, integrate diverse data sources,and automate complex tasks.
link:
url: /documentation/frameworks/
text: See All Frameworks
integrations:
- id: 0
icon:
src: /img/integrations/integration-lang-chain.svg
alt: LangChain logo
title: LangChain
description: Qdrant seamlessly integrates with LangChain for LLM development.
- id: 1
icon:
src: /img/integrations/integration-llama-index.svg
alt: LlamaIndex logo
title: LlamaIndex
description: Qdrant integrates with LlamaIndex for efficient data indexing in LLMs.
- id: 2
icon:
src: /img/integrations/integration-airbyte.svg
alt: Airbyte logo
title: Airbyte
description: Qdrant integrates with Airbyte to build robust data pipelines for efficient data management.
- id: 3
icon:
src: /img/integrations/integration-unstructured.svg
alt: Unstructured logo
title: Unstructured
description: Qdrant integrates with Unstructured for effective preprocessing and handling of unstructured data.
- id: 4
icon:
src: /img/integrations/integration-doc-array.svg
alt: DocArray logo
title: DocArray
description: Qdrant integrates natively with DocArray for efficient handling and processing of multi-modal data.
- id: 5
icon:
src: /img/integrations/integration-auto-gen.svg
alt: AutoGen logo
title: AutoGen
description: Qdrant integrates with Autogen to enhance the development of automated LLM applications.
sitemapExclude: true
---
| partners/partners-frameworks.md |
---
title: Partners
description: Partners
build:
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| partners/_index.md |
---
title: Certified Solution Partners
description: Qdrant has an ecosystem of solution partners who help you with the implementation and integration of your vector search applications.
partners:
- id: 0
logo:
src: /img/partners-solution-logos/traversaal-ai-logo.svg
alt: Traversaal.ai logo
- id: 1
logo:
src: /img/partners-solution-logos/domino-logo.svg
alt: Domino logo
- id: 2
logo:
src: /img/partners-solution-logos/revelry-logo.svg
alt: Revelry logo
- id: 3
logo:
src: /img/partners-solution-logos/softlandia-logo.svg
alt: Softlandia logo
sitemapExclude: true
---
| partners/partners-solution.md |
---
title: Feature Overview
description: Built as a dedicated similarity search engine, Qdrant provides unique features to provide unparalleled performance and efficiency in managing your vector data workloads.
cards:
- id: 0
icon:
src: /icons/outline/speedometer-blue.svg
alt: Speedometer
title: Advanced Compression
content: Scalar, Product, and unique Binary Quantization features significantly reduce memory usage and improve search performance (40x) for high-dimensional vectors.
link:
text: Quantization
url: /articles/binary-quantization/
- id: 1
icon:
src: /icons/outline/cloud-managed-blue.svg
alt: Cloud-Managed
title: Distributed, Cloud-Native Design
content: Managed cloud services on AWS, GCP, and Azure for scalable, maintenance-free vector search.
contentLink:
text: Advanced sharding
url: /guides/distributed_deployment/
contentSecondPart: available.
link:
text: Cloud Options
url: /cloud/
- id: 2
icon:
src: /icons/outline/rocket-blue.svg
alt: Rocket
title: Easy to Use API
content: Offers OpenAPI v3 specification for generating client libraries in almost any programming language.
link:
text: Learn More
url: /documentation/interfaces/#api-reference
- id: 3
icon:
src: /icons/outline/enterprise-blue.svg
alt: Enterprise
title: Enterprise-grade Security
content: Includes robust access management, backup options, and disaster recovery. Dedicated Enterprise Solutions available.
link:
text: Enterprise Solutions
url: /enterprise-solutions/
- id: 4
icon:
src: /icons/outline/integration-blue.svg
alt: Integration
title: Integrations
content: Qdrant supports a wide range of integrations for all leading embeddings and frameworks.
link:
text: See Integrations
url: /documentation/frameworks/
- id: 5
icon:
src: /icons/outline/multitenancy-blue.svg
alt: Multitenancy
title: Multitenancy Support
content: Ability to segment a single collection for organized and efficient retrieval, data isolation, and privacy. Vital for applications needing distinct vector dataset management.
link:
text: Multitenancy
url: /documentation/guides/multiple-partitions/
- id: 6
icon:
src: /icons/outline/disk-storage-blue.svg
alt: Disk-Storage
title: Memory Maps and IO Uring
content: Effective on-disk storage options and low level hardware optimization.
link:
text: Learn More
url: /articles/io_uring/
- id: 7
icon:
src: /icons/outline/matching-blue.svg
alt: Matching
title: Fast and Precise Matching
content: Unparalleled speed and accuracy, powered by a bespoke modification of the HNSW algorithm for Approximate Nearest Neighbor Search.
link:
text: Learn More
url: /documentation/concepts/search/
- id: 8
icon:
src: /icons/outline/filter-blue.svg
alt: Filter
title: Payloads & Advanced Filtering
content: Vector payload supports a large variety of data types and query conditions, including string matching, numerical ranges, geo-locations, and more.
link:
text: Learn More
url: /documentation/concepts/payload/
- id: 9
icon:
src: /icons/outline/vectors-blue.svg
alt: Vectors
title: Sparse Vector Support
content: Efficient handling of sparse vectors for enhanced text retrieval and memory-efficient data representation for high-dimensional data sets.
link:
text: Learn More
url: /articles/sparse-vectors/
sitemapExclude: true
---
| qdrant-vector-database/feature-overview.md |
---
title: Qdrant. Efficient, Scalable, Fast.
description: Qdrant is the most advanced vector database with highest RPS, minimal latency, fast indexing, high control with accuracy, and so much more.
startFree:
text: Start Free
url: https://cloud.qdrant.io/
contactUs:
text: Talk to Sales
url: /contact-us/
image:
src: /img/qdrant-vector-database-hero.svg
srcMobile: /img/mobile/qdrant-vector-database-hero.svg
alt: Qdrant Vector Database
sitemapExclude: true
---
| qdrant-vector-database/qdrant-vector-database-hero.md |
---
items:
- id: 0
image:
src: /img/qdrant-vector-database-use-cases/built-for-performance.svg
alt: Benchmark
title: Built for Performance
description: With up to 4x RPS, Qdrant excels in delivering high-speed, efficient data processing, setting new benchmarks in vector database performance.
link:
text: Benchmarks
url: /benchmarks/
odd: true
- id: 1
image:
src: /img/qdrant-vector-database-use-cases/fully-managed.svg
alt: Qdrant Cloud
title: Fully Managed
description: Experience seamless scalability and minimal operational overhead with Qdrant Cloud, designed for ease-of-use and reliability.
link:
text: Qdrant Cloud
url: /cloud/
odd: false
- id: 2
image:
src: /img/qdrant-vector-database-use-cases/run-anywhere.svg
alt: Enterprise Solutions
title: Run Anywhere
description: Qdrant’s Hybrid Cloud and Private Cloud solutions offer flexible deployment options for top-tier data protection.
link:
text: Enterprise Solutions
url: /enterprise-solutions/
odd: true
sitemapExclude: true
---
| qdrant-vector-database/qdrant-vector-database-use-cases.md |
---
title: Qdrant Vector Database, High-Performance Vector Search Engine
description: Experience unmatched performance and efficiency with the most advanced vector database. Learn how Qdrant can enhance your data management workflows today.
build:
render: always
cascade:
- build:
list: local
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---
| qdrant-vector-database/_index.md |
---
draft: false
id: 2
title: How vector search should be benchmarked?
weight: 1
---
# Benchmarking Vector Databases
At Qdrant, performance is the top-most priority. We always make sure that we use system resources efficiently so you get the **fastest and most accurate results at the cheapest cloud costs**. So all of our decisions from [choosing Rust](/articles/why-rust/), [io optimisations](/articles/io_uring/), [serverless support](/articles/serverless/), [binary quantization](/articles/binary-quantization/), to our [fastembed library](/articles/fastembed/) are all based on our principle. In this article, we will compare how Qdrant performs against the other vector search engines.
Here are the principles we followed while designing these benchmarks:
- We do comparative benchmarks, which means we focus on **relative numbers** rather than absolute numbers.
- We use affordable hardware, so that you can reproduce the results easily.
- We run benchmarks on the same exact machines to avoid any possible hardware bias.
- All the benchmarks are [open-sourced](https://github.com/qdrant/vector-db-benchmark), so you can contribute and improve them.
<details>
<summary> Scenarios we tested </summary>
1. Upload & Search benchmark on single node [Benchmark](/benchmarks/single-node-speed-benchmark/)
2. Filtered search benchmark - [Benchmark](/benchmarks/#filtered-search-benchmark)
3. Memory consumption benchmark - Coming soon
4. Cluster mode benchmark - Coming soon
</details>
Some of our experiment design decisions are described in the [F.A.Q Section](/benchmarks/#benchmarks-faq).
Reach out to us on our [Discord channel](https://qdrant.to/discord) if you want to discuss anything related Qdrant or these benchmarks.
| benchmarks/benchmarks-intro.md |
---
draft: false
id: 1
title: Single node benchmarks (2022)
single_node_title: Single node benchmarks
single_node_data: /benchmarks/result-2022-08-10.json
preview_image: /benchmarks/benchmark-1.png
date: 2022-08-23
weight: 2
Unlisted: true
---
This is an archived version of Single node benchmarks. Please refer to the new version [here](/benchmarks/single-node-speed-benchmark/).
| benchmarks/single-node-speed-benchmark-2022.md |
---
draft: false
id: 4
title: Filtered search benchmark
description:
date: 2023-02-13
weight: 3
---
# Filtered search benchmark
Applying filters to search results brings a whole new level of complexity.
It is no longer enough to apply one algorithm to plain data. With filtering, it becomes a matter of the _cross-integration_ of the different indices.
To measure how well different search engines perform in this scenario, we have prepared a set of **Filtered ANN Benchmark Datasets** -
https://github.com/qdrant/ann-filtering-benchmark-datasets
It is similar to the ones used in the [ann-benchmarks project](https://github.com/erikbern/ann-benchmarks/) but enriched with payload metadata and pre-generated filtering requests. It includes synthetic and real-world datasets with various filters, from keywords to geo-spatial queries.
### Why filtering is not trivial?
Not many ANN algorithms are compatible with filtering.
HNSW is one of the few of them, but search engines approach its integration in different ways:
- Some use **post-filtering**, which applies filters after ANN search. It doesn't scale well as it either loses results or requires many candidates on the first stage.
- Others use **pre-filtering**, which requires a binary mask of the whole dataset to be passed into the ANN algorithm. It is also not scalable, as the mask size grows linearly with the dataset size.
On top of it, there is also a problem with search accuracy.
It appears if too many vectors are filtered out, so the HNSW graph becomes disconnected.
Qdrant uses a different approach, not requiring pre- or post-filtering while addressing the accuracy problem.
Read more about the Qdrant approach in our [Filtrable HNSW](/articles/filtrable-hnsw/) article.
| benchmarks/filtered-search-intro.md |
---
draft: false
id: 1
title: Single node benchmarks
description: |
We benchmarked several vector databases using various configurations of them on different datasets to check how the results may vary. Those datasets may have different vector dimensionality but also vary in terms of the distance function being used. We also tried to capture the difference we can expect while using some different configuration parameters, for both the engine itself and the search operation separately. </br> </br> <b> Updated: January/June 2024 </b>
single_node_title: Single node benchmarks
single_node_data: /benchmarks/results-1-100-thread-2024-06-15.json
preview_image: /benchmarks/benchmark-1.png
date: 2022-08-23
weight: 2
Unlisted: false
---
## Observations
Most of the engines have improved since [our last run](/benchmarks/single-node-speed-benchmark-2022/). Both life and software have trade-offs but some clearly do better:
* **`Qdrant` achives highest RPS and lowest latencies in almost all the scenarios, no matter the precision threshold and the metric we choose.** It has also shown 4x RPS gains on one of the datasets.
* `Elasticsearch` has become considerably fast for many cases but it's very slow in terms of indexing time. It can be 10x slower when storing 10M+ vectors of 96 dimensions! (32mins vs 5.5 hrs)
* `Milvus` is the fastest when it comes to indexing time and maintains good precision. However, it's not on-par with others when it comes to RPS or latency when you have higher dimension embeddings or more number of vectors.
* `Redis` is able to achieve good RPS but mostly for lower precision. It also achieved low latency with single thread, however its latency goes up quickly with more parallel requests. Part of this speed gain comes from their custom protocol.
* `Weaviate` has improved the least since our last run.
## How to read the results
- Choose the dataset and the metric you want to check.
- Select a precision threshold that would be satisfactory for your usecase. This is important because ANN search is all about trading precision for speed. This means in any vector search benchmark, **two results must be compared only when you have similar precision**. However most benchmarks miss this critical aspect.
- The table is sorted by the value of the selected metric (RPS / Latency / p95 latency / Index time), and the first entry is always the winner of the category 🏆
### Latency vs RPS
In our benchmark we test two main search usage scenarios that arise in practice.
- **Requests-per-Second (RPS)**: Serve more requests per second in exchange of individual requests taking longer (i.e. higher latency). This is a typical scenario for a web application, where multiple users are searching at the same time.
To simulate this scenario, we run client requests in parallel with multiple threads and measure how many requests the engine can handle per second.
- **Latency**: React quickly to individual requests rather than serving more requests in parallel. This is a typical scenario for applications where server response time is critical. Self-driving cars, manufacturing robots, and other real-time systems are good examples of such applications.
To simulate this scenario, we run client in a single thread and measure how long each request takes.
### Tested datasets
Our [benchmark tool](https://github.com/qdrant/vector-db-benchmark) is inspired by [github.com/erikbern/ann-benchmarks](https://github.com/erikbern/ann-benchmarks/). We used the following datasets to test the performance of the engines on ANN Search tasks:
<div class="table-responsive">
| Datasets | # Vectors | Dimensions | Distance |
|---------------------------------------------------------------------------------------------------|-----------|------------|-------------------|
| [dbpedia-openai-1M-angular](https://huggingface.co/datasets/KShivendu/dbpedia-entities-openai-1M) | 1M | 1536 | cosine |
| [deep-image-96-angular](http://sites.skoltech.ru/compvision/noimi/) | 10M | 96 | cosine |
| [gist-960-euclidean](http://corpus-texmex.irisa.fr/) | 1M | 960 | euclidean |
| [glove-100-angular](https://nlp.stanford.edu/projects/glove/) | 1.2M | 100 | cosine |
</div>
### Setup
{{< figure src=/benchmarks/client-server.png caption="Benchmarks configuration" width=70% >}}
- This was our setup for this experiment:
- Client: 8 vcpus, 16 GiB memory, 64GiB storage (`Standard D8ls v5` on Azure Cloud)
- Server: 8 vcpus, 32 GiB memory, 64GiB storage (`Standard D8s v3` on Azure Cloud)
- The Python client uploads data to the server, waits for all required indexes to be constructed, and then performs searches with configured number of threads. We repeat this process with different configurations for each engine, and then select the best one for a given precision.
- We ran all the engines in docker and limited their memory to 25GB. This was used to ensure fairness by avoiding the case of some engine configs being too greedy with RAM usage. This 25 GB limit is completely fair because even to serve the largest `dbpedia-openai-1M-1536-angular` dataset, one hardly needs `1M * 1536 * 4bytes * 1.5 = 8.6GB` of RAM (including vectors + index). Hence, we decided to provide all the engines with ~3x the requirement.
Please note that some of the configs of some engines crashed on some datasets because of the 25 GB memory limit. That's why you might see fewer points for some engines on choosing higher precision thresholds.
| benchmarks/single-node-speed-benchmark.md |
---
draft: false
id: 3
title: Benchmarks F.A.Q.
weight: 10
---
# Benchmarks F.A.Q.
## Are we biased?
Probably, yes. Even if we try to be objective, we are not experts in using all the existing vector databases.
We build Qdrant and know the most about it.
Due to that, we could have missed some important tweaks in different vector search engines.
However, we tried our best, kept scrolling the docs up and down, experimented with combinations of different configurations, and gave all of them an equal chance to stand out. If you believe you can do it better than us, our **benchmarks are fully [open-sourced](https://github.com/qdrant/vector-db-benchmark), and contributions are welcome**!
## What do we measure?
There are several factors considered while deciding on which database to use.
Of course, some of them support a different subset of functionalities, and those might be a key factor to make the decision.
But in general, we all care about the search precision, speed, and resources required to achieve it.
There is one important thing - **the speed of the vector databases should to be compared only if they achieve the same precision**. Otherwise, they could maximize the speed factors by providing inaccurate results, which everybody would rather avoid. Thus, our benchmark results are compared only at a specific search precision threshold.
## How we select hardware?
In our experiments, we are not focusing on the absolute values of the metrics but rather on a relative comparison of different engines.
What is important is the fact we used the same machine for all the tests.
It was just wiped off between launching different engines.
We selected an average machine, which you can easily rent from almost any cloud provider. No extra quota or custom configuration is required.
## Why you are not comparing with FAISS or Annoy?
Libraries like FAISS provide a great tool to do experiments with vector search. But they are far away from real usage in production environments.
If you are using FAISS in production, in the best case, you never need to update it in real-time. In the worst case, you have to create your custom wrapper around it to support CRUD, high availability, horizontal scalability, concurrent access, and so on.
Some vector search engines even use FAISS under the hood, but a search engine is much more than just an indexing algorithm.
We do, however, use the same benchmark datasets as the famous [ann-benchmarks project](https://github.com/erikbern/ann-benchmarks), so you can align your expectations for any practical reasons.
### Why we decided to test with the Python client
There is no consensus when it comes to the best technology to run benchmarks. You’re free to choose Go, Java or Rust-based systems. But there are two main reasons for us to use Python for this:
1. While generating embeddings you're most likely going to use Python and python based ML frameworks.
2. Based on GitHub stars, python clients are one of the most popular clients across all the engines.
From the user’s perspective, the crucial thing is the latency perceived while using a specific library - in most cases a Python client.
Nobody can and even should redefine the whole technology stack, just because of using a specific search tool.
That’s why we decided to focus primarily on official Python libraries, provided by the database authors.
Those may use some different protocols under the hood, but at the end of the day, we do not care how the data is transferred, as long as it ends up in the target location.
## What about closed-source SaaS platforms?
There are some vector databases available as SaaS only so that we couldn’t test them on the same machine as the rest of the systems.
That makes the comparison unfair. That’s why we purely focused on testing the Open Source vector databases, so everybody may reproduce the benchmarks easily.
This is not the final list, and we’ll continue benchmarking as many different engines as possible.
## How to reproduce the benchmark?
The source code is available on [Github](https://github.com/qdrant/vector-db-benchmark) and has a `README.md` file describing the process of running the benchmark for a specific engine.
## How to contribute?
We made the benchmark Open Source because we believe that it has to be transparent. We could have misconfigured one of the engines or just done it inefficiently. If you feel like you could help us out, check out our [benchmark repository](https://github.com/qdrant/vector-db-benchmark).
| benchmarks/benchmark-faq.md |
---
draft: false
id: 5
title:
description: '<b> Updated: Feb 2023 </b>'
filter_data: /benchmarks/filter-result-2023-02-03.json
date: 2023-02-13
weight: 4
---
## Filtered Results
As you can see from the charts, there are three main patterns:
- **Speed boost** - for some engines/queries, the filtered search is faster than the unfiltered one. It might happen if the filter is restrictive enough, to completely avoid the usage of the vector index.
- **Speed downturn** - some engines struggle to keep high RPS, it might be related to the requirement of building a filtering mask for the dataset, as described above.
- **Accuracy collapse** - some engines are loosing accuracy dramatically under some filters. It is related to the fact that the HNSW graph becomes disconnected, and the search becomes unreliable.
Qdrant avoids all these problems and also benefits from the speed boost, as it implements an advanced [query planning strategy](/documentation/search/#query-planning).
<aside role="status">The Filtering Benchmark is all about changes in performance between filter and un-filtered queries. Please refer to the search benchmark for absolute speed comparison.</aside>
| benchmarks/filtered-search-benchmark.md |
---
title: Vector Database Benchmarks
description: The first comparative benchmark and benchmarking framework for vector search engines and vector databases.
keywords:
- vector databases comparative benchmark
- ANN Benchmark
- Qdrant vs Milvus
- Qdrant vs Weaviate
- Qdrant vs Redis
- Qdrant vs ElasticSearch
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- performance
- latency
- RPS
- comparison
- vector search
- embedding
preview_image: /benchmarks/benchmark-1.png
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--- | benchmarks/_index.md |
---
title: Anomaly Detection with Qdrant
description: Qdrant optimizes anomaly detection by integrating vector embeddings for nuanced data analysis. It supports dissimilarity, diversity searches, and advanced anomaly detection techniques, enhancing applications from cybersecurity to finance with precise, efficient data insights.
image:
src: /img/data-analysis-anomaly-detection/anomaly-detection.svg
alt: Anomaly detection
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title: Metric Learning for Anomaly Detection
description: "Detecting Coffee Anomalies with Qdrant: Discover how Qdrant can be used for anomaly detection in green coffee quality control, transforming the industry's approach to sorting and classification."
link:
text: Read Case Study
url: /articles/detecting-coffee-anomalies/
image:
src: /img/data-analysis-anomaly-detection/case-study.png
alt: Preview
sitemapExclude: true
---
| data-analysis/data-analysis-anomaly-detection.md |
---
title: Data Analysis and Anomaly Detection
description: Explore entity matching for deduplication and anomaly detection with Qdrant, leveraging neural networks while still being fast and affordable in your applications for insights hard to get in other ways.
startFree:
text: Get Started
url: https://cloud.qdrant.io/
learnMore:
text: Contact Us
url: /contact-us/
image:
src: /img/vectors/vector-3.svg
alt: Anomaly Detection
sitemapExclude: true
---
| data-analysis/data-analysis-hero.md |
---
title: Advanced Data Analysis with Anomaly Detection & Entity Matching
description: Qdrant revolutionizes data analysis and anomaly detection with advanced entity matching techniques. Learn more today.
url: data-analysis-anomaly-detection
build:
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| data-analysis/_index.md |
---
title: Contact Qdrant
description: Let us know how we can help by filling out the form. We will respond within 48 business hours.
cards:
- id: 0
icon: /icons/outline/comments-violet.svg
title: Qdrant Cloud Support
description: For questions or issues with Qdrant Cloud, contact
mailLink:
text: support@qdrant.io
href: support@qdrant.io
- id: 1
icon: /icons/outline/discord-blue.svg
title: Developer Support
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| contact-us/_index.md |
---
title: High-Performance Vector Search at Scale
description: Maximize vector search efficiency by trying the leading open-source vector search database.
url: /lp/high-performance-vector-search/
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heroSection:
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description: The leading open-source vector database designed to handle high-dimensional vectors for performance and massive-scale AI applications. Qdrant is purpose-built in Rust for unmatched speed and reliability even when processing billions of vectors.
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weight: 10
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name: Microsoft
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title: Qdrant is designed to deliver the <span class="text-brand-p">fastest and most accurate results at the lowest cost</span>.
subtitle: Learn more about it in our <a href="/benchmarks/" target="_blank">performance benchmarks</a>. # not required, optional
features:
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text: Qdrant leads with top requests-per-seconds, outperforming alternative vector databases in various datasets by up to 4x.
icon: /marketing/mozilla/rps.svg
- title: Minimal Latency
text: "Qdrant consistently achieves the lowest latency, ensuring quicker response times in data retrieval: 3ms response for 1M Open AI embeddings, outpacing alternatives by 50x-100x."
icon: /marketing/mozilla/latency.svg
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text: Qdrant’s indexing time for large-scale, high-dimensional datasets is notably faster than alternative options.
icon: /marketing/mozilla/indexing.svg
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text: Pre-filtering gives high accuracy with exceptional latencies in nested filtering search scenarios.
icon: /marketing/mozilla/accuracy.svg
- title: Easy-to-use
text: Qdrant provides user-friendly SDKs in multiple programming languages, facilitating easy integration into existing systems.
icon: /marketing/mozilla/easy-to-use.svg
button:
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link: https://qdrant.to/cloud
marketplaceSection:
title: Qdrant is also available on leading marketplaces.
buttons:
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link: https://aws.amazon.com/marketplace/pp/prodview-rtphb42tydtzg?sr=0-1&ref_=beagle&applicationId=AWS-Marketplace-Console
name: AWS Marketplace
- image: /marketing/mozilla/google_cloud_logo.png
link: https://console.cloud.google.com/marketplace/product/qdrant-public/qdrant?project=qdrant-public
name: Google Cloud Marketplace
bannerSection:
title: <span class="text-brand-p">Scale your AI</span> with Qdrant
bgImage: /marketing/mozilla/stars-pattern.svg # not required, optional
image: /marketing/mozilla/space-rocket.png
button:
text: Get Started For Free
link: https://qdrant.to/cloud
---
| marketing/mozilla.md |
---
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# only if you have a template for it!
cascade:
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--- | marketing/_index.md |
---
subtitle: Powering the next generation of AI applications with advanced, high-performant vector similarity search technology.
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| headless/footer.md |
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title: Sign up for Qdrant updates
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---
stats:
githubStars: 19.7k
discordMembers: 6.4k
twitterFollowers: 7.5k
--- | headless/stats.md |
---
title: Building the most efficient, scalable, high-performance vector database on the market
link:
text: Our Mission
# url: /
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--- | headless/mission.md |
---
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name: Disney
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- id: 12
name: Kaufland
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- id: 13
name: Deloitte
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- id: 14
name: Hewlett-Packard-Enterprise
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sitemapExclude: true
---
| headless/customer-list.md |
---
logIn:
text: Log in
url: https://cloud.qdrant.io/
startFree:
text: Start Free
url: https://cloud.qdrant.io/
menuItems:
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name: Product
subMenuItems:
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name: Qdrant Vector Database
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name: Qdrant Cloud
icon: qdrant-cloud.svg
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icon: qdrant-enterprise-solutions.svg
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name: Hybrid Cloud
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# url: /private-cloud/
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url: /advanced-search/
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name: Data Analysis & Anomaly Detection
icon: data-analysis-anomaly-detection.svg
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name: Resources
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icon: customers.svg
url: /customers/
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icon: partners.svg
url: /partners/
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icon: contact-us.svg
url: /contact-us/
- id: menu-5
name: Pricing
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sitemapExclude: true
---
| headless/menu.md |
---
title: Launch a new cluster today
button:
text: Get Started
url: https://cloud.qdrant.io/
image:
src: /img/database.svg
alt: Database
sitemapExclude: true
---
| headless/get-started-small-database.md |
---
photoCards:
- id: 0
- id: 1
- id: 2
- id: 3
sitemapExclude: true
--- | headless/carousel.md |
---
title: Qdrant is also available on leading marketplaces
items:
- id: 0
title: AWS Marketplace
image:
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link:
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- id: 2
title: Microsoft Azure
image:
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link:
text: Get Started
url: https://azuremarketplace.microsoft.com/en-en/marketplace/apps/qdrantsolutionsgmbh1698769709989.qdrant-db
sitemapExclude: true
---
| headless/marketplaces.md |
---
title: Additional Resources
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link:
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title: Enterprise Solutions
content: For maximal control for production-ready applications Qdrant is available as a Hybrid Cloud and Private Cloud (Full On Premise) solution.
link:
text: Contact Sales
url: /contact-sales/
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title: Benchmarks
content: Learn how Qdrant is designed to deliver the fastest and most accurate results and how it compares to alternatives in our benchmarks.
link:
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url: /benchmarks/
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title: Pricing
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url: /pricing/
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| headless/additional-resources.md |
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text: Go to Home
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text: How to make data ready for your RAG application
link:
text: Register now
url: https://try.qdrant.tech/webinar-how-to-make-data-ready-for-your-rag-app?utm_source=event&utm_medium=website&utm_campaign=august-webinar-rag&utm_term=chunking
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| headless/top-banner.md |
---
content: Do you have further questions? We are happy to assist you.
contactUs:
text: Contact us
url: /contact-us/
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---
| headless/get-contacted-with-question.md |
---
title: Interactive Tutorials
description: Dive into the capabilities of Qdrant with our hands-on tutorials. Discover various methods to integrate vector search into your applications, enhancing functionality and user experience.
link:
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--- | headless/tutorials.md |
---
title: Our story
subtitle: A paradigm shift is underway in the field of data management and information retrieval.
content: Today, our world is increasingly dominated by complex, unstructured data like images, audio, video, and text. Traditional ways of retrieving data based on keyword matching are no longer sufficient. Vector databases are designed to handle complex high-dimensional data, unlocking the foundation for pivotal AI applications.
extraTitle: Today Qdrant powers the most ambitious AI applications, from cutting-edge startups to large-scale enterprises.
extraContent: We started Qdrant with the mission to build the most efficient, scalable, high-performance vector database on the market. Since then we have seen incredible user growth and support from our open-source community with thousands of users and millions of downloads.
year: In 2021
link:
text: Join Our Team
url: https://qdrant.join.com/
sitemapExclude: true
--- | headless/our-story.md |
---
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color: '#DC244C'
button:
text: I accept
color: '#DC244C'
background: '#F0F3FA'
--- | headless/cookies.md |
---
title: Get started for free
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| headless/get-started.md |
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--- | headless/leadership.md |
---
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| headless/get-started-small-rocket.md |
---
title: Want to build the technology for the next generation of AI applications with us?
subtitle: Take a look at our open roles. We’re excited to hear from you.
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url: https://qdrant.join.com/
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| headless/get-contacted-with-question-sales.md |
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| headless/get-started-blogs.md |
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title: Our Customers Words
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title: High-Performance Vector Search at Scale
subtitle: Powering the next generation of AI applications with advanced, open-source vector similarity search technology.
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--- | headless/main/hero.md |
---
title: Integrations
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| headless/main/integrations.md |
---
title: Deploy Qdrant locally with Docker
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--- | headless/main/docker-deploy.md |
---
title: AI Meets Advanced Vector Search
description: The leading open source vector database and similarity search engine designed to handle high-dimensional vectors for performance and massive-scale AI applications.
link:
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url: /qdrant-vector-database/
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featureCards:
- id: 0
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title: Ease of Use & Simple Deployment
content: Quick deployment in any environment with Docker and a lean API for easy integration, ideal for local testing.
link:
text: Quick Start Guide
url: /documentation/quick-start/
- id: 1
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title: Cost Efficiency with Storage Options
content: Dramatically reduce memory usage with built-in compression options and offload data to disk.
link:
text: Quantization
url: /articles/scalar-quantization/
- id: 2
icon: <svg width="48" height="48" viewBox="0 0 48 48" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M28 28H20V46H28V28Z" stroke="url(#paint0_linear_1651_8186)" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M10 38H2V46H10V38Z" stroke="url(#paint1_linear_1651_8186)" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M46 18H38V46H46V18Z" stroke="url(#paint2_linear_1651_8186)" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M6 18L16 8L24 16L38 2" stroke="#DC244C" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M29 2H38V11" stroke="#DC244C" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><defs><linearGradient id="paint0_linear_1651_8186" x1="24" y1="28" x2="24" y2="46" gradientUnits="userSpaceOnUse"><stop stop-color="#717C99"/><stop offset="1" stop-color="#161E33"/></linearGradient><linearGradient id="paint1_linear_1651_8186" x1="6" y1="38" x2="6" y2="46" gradientUnits="userSpaceOnUse"><stop stop-color="#717C99"/><stop offset="1" stop-color="#161E33"/></linearGradient><linearGradient id="paint2_linear_1651_8186" x1="42" y1="18" x2="42" y2="46" gradientUnits="userSpaceOnUse"><stop stop-color="#717C99"/><stop offset="1" stop-color="#161E33"/></linearGradient></defs></svg>
title: Rust-Powered Reliability & Performance
content: Purpose built in Rust for unmatched speed and reliability even when processing billions of vectors.
link:
text: Benchmarks
url: /benchmarks/
sitemapExclude: true
---
| headless/main/core-features.md |
---
customerStories:
text: Qdrant Powers Thousands of Top AI Solutions.
textLink: Customer Stories
url: /customers/
# WARNING: If you want to add more customers, you need adjust the styles in the file:
# `qdrant-landing/themes/qdrant-2024/assets/css/partials/_customers.scss`
#
# ```
# @include marquee.base(64px, 224px, <NUMBER-OF-LOGOS>, <NUMBER-OF-LOGOS>, 52px, $neutral-10, false, 50s, block);
# ```
#
customers:
- id: 0
name: Alphasense
logo: <svg width="120" height="64" viewBox="0 0 120 64" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M19.0737 40.3015H0V41.9809H19.0737V40.3015Z" fill="#B4BACC"/><path fill-rule="evenodd" clip-rule="evenodd" d="M60.979 34.9029L62.2981 33.9427C63.178 35.302 64.5374 36.4618 66.4163 36.4618C68.1761 36.4618 69.4149 35.5015 69.4149 33.9829C69.4149 32.6235 68.4158 32.0637 66.9359 31.3833L65.2565 30.5838C63.6976 29.8245 61.8977 28.824 61.8977 26.625C61.8977 24.3054 63.9776 22.7867 66.3761 22.7867C68.4158 22.7867 70.0953 23.8259 71.014 25.3058L69.735 26.2661C68.9355 25.0661 67.6953 24.3871 66.336 24.3871C64.9766 24.3871 63.6963 25.0675 63.6963 26.546C63.6963 27.9053 64.7355 28.3848 66.0561 29.025L67.6953 29.8245C69.8542 30.8637 71.1345 31.9432 71.1345 33.9427C71.1345 36.4216 69.0948 38.0609 66.336 38.0609C64.0579 38.1024 62.0986 36.8623 60.979 34.9029ZM75.534 31.3847H82.4512C82.4111 29.345 80.9312 28.2254 79.2129 28.2254C77.3728 28.2656 75.9345 29.5044 75.534 31.3847ZM84.1307 32.9034H75.4938C75.7335 35.0623 77.3728 36.502 79.4928 36.502C80.8522 36.502 81.9316 35.902 82.8517 35.0221L83.8508 36.1819C82.7713 37.3417 81.2513 38.101 79.4928 38.101C76.2144 38.101 73.6952 35.6221 73.6952 32.3824C73.6952 29.1829 76.134 26.6638 79.2933 26.6638C82.0924 26.6638 84.2914 28.7035 84.2914 31.5815C84.2512 32.1843 84.1709 32.7039 84.1307 32.9034ZM96.3273 30.9843V37.8613H94.6077V31.1838C94.6077 29.4642 93.5684 28.2642 91.889 28.2642C90.2096 28.2642 89.0096 29.4642 89.0096 31.1838V37.8613H87.29V26.9451H88.889V28.1049C89.6886 27.225 90.8484 26.7054 92.2479 26.7054C94.8474 26.6652 96.3273 28.4651 96.3273 30.9843ZM98.9656 35.9824L100.045 34.8226C100.925 35.7828 101.845 36.502 103.204 36.502C104.364 36.502 105.284 35.9422 105.284 34.9431C105.284 33.9829 104.485 33.624 103.365 33.1833L102.326 32.7441C100.646 32.0637 99.6072 31.2642 99.6072 29.7053C99.6072 27.746 101.287 26.6666 103.286 26.6666C104.845 26.6666 106.085 27.3469 106.925 28.3862L105.886 29.4656C105.166 28.7062 104.206 28.2656 103.207 28.2656C102.168 28.2656 101.407 28.745 101.407 29.6249C101.407 30.3843 101.967 30.7044 103.167 31.224L104.166 31.6633C106.125 32.503 107.045 33.3427 107.045 34.9015C107.045 37.0202 105.245 38.101 103.207 38.101C101.285 38.1024 99.8455 37.1422 98.9656 35.9824ZM111.241 31.3847H118.158C118.118 29.345 116.638 28.2254 114.92 28.2254C113.081 28.2656 111.642 29.5044 111.241 31.3847ZM119.839 32.9034H111.202C111.442 35.0623 113.081 36.502 115.201 36.502C116.561 36.502 117.64 35.902 118.56 35.0221L119.559 36.1819C118.48 37.3417 116.96 38.101 115.201 38.101C111.923 38.101 109.404 35.6221 109.404 32.3824C109.404 29.1829 111.843 26.6638 115.002 26.6638C117.801 26.6638 120 28.7035 120 31.5815C119.958 32.1843 119.878 32.7039 119.839 32.9034ZM6.63734 22.7867L0 37.8613H3.2383L4.07801 35.9422H10.1555L10.9953 37.8613H14.2336L7.6364 22.7867H6.63734ZM7.11816 28.425L9.07749 33.423H5.11865L7.11816 28.425ZM30.7493 32.3034C30.7493 30.4245 29.4703 29.2245 27.8699 29.2245C26.4704 29.2245 25.0708 30.1446 25.0708 32.2632C25.0708 34.3819 26.4704 35.3422 27.8699 35.3422C29.4301 35.3824 30.7493 34.1838 30.7493 32.3034ZM28.4297 38.1412C27.0704 38.1412 25.9106 37.6618 25.111 36.7819V41.9795H22.0723V26.7455H24.8713V28.1451C25.6306 27.1058 26.911 26.5058 28.4297 26.5058C31.589 26.5058 33.8282 28.9446 33.8282 32.3034C33.8282 35.6623 31.589 38.1412 28.4297 38.1412ZM55.6206 33.7029V33.5824H53.2608C52.2617 33.5824 51.7019 33.9829 51.7019 34.702C51.7019 35.4614 52.3421 35.902 53.301 35.902C54.5412 35.902 55.6206 35.0235 55.6206 33.7029ZM58.6192 31.2642V37.8613H55.8201V36.7819C55.0206 37.6216 53.8608 38.1412 52.4211 38.1412C49.9823 38.1412 48.5828 36.7015 48.5828 34.8226C48.5828 32.7829 50.222 31.5843 52.7814 31.5843H55.5804V31.1048C55.5804 29.9048 54.9001 29.1455 53.5005 29.1455C52.3005 29.1455 51.4608 29.7053 50.5421 30.6656L48.9833 28.7866C50.3024 27.2277 51.8627 26.5072 53.822 26.5072C56.7 26.5058 58.6192 28.1049 58.6192 31.2642ZM16.0349 37.8613H19.0737V22.7867H16.0349V37.8613ZM42.2656 26.5058C41.0254 26.5058 39.946 26.9451 39.2268 27.7058V22.7881H36.188V37.8627H39.2268V31.3847C39.2268 30.1058 40.1067 29.2259 41.3455 29.2259C42.5843 29.2259 43.4254 30.0656 43.4254 31.3847V37.8627H46.4239V30.9843C46.4239 28.3058 44.8249 26.5058 42.2656 26.5058Z" fill="#B4BACC"/></svg>
- id: 1
name: Disney
logo: <svg width="120" height="64" viewBox="0 0 120 64" fill="none" xmlns="http://www.w3.org/2000/svg"><mask id="path-1-inside-1_1622_6710" fill="white"><path d="M55.2148 42.0419C55.2723 42.0498 55.2848 42.0521 55.3408 42.0594C56.2775 42.1867 57.1978 42.3555 57.9023 42.6704C58.5553 42.9587 58.938 43.3235 59.2874 43.9738C59.8187 44.96 59.8534 46.3415 59.3732 47.3871C59.0145 48.1651 58.2271 48.8175 57.5083 49.1633C56.7618 49.5252 56.0263 49.6976 55.1827 49.7939C53.7074 49.9563 52.114 49.6507 50.7865 49.0086C50.0011 48.625 49.042 47.9645 48.5582 47.1136C48.2024 46.4902 48.2137 45.6791 48.6466 45.0866C49.3365 44.1423 50.8142 43.9344 51.9272 43.9738C52.7758 44.0067 54.3036 44.269 55.1093 44.5556C55.3326 44.6363 56.1562 44.9571 56.2999 45.1043C56.4011 45.2066 56.4667 45.3554 56.4213 45.4929C56.2372 46.0559 54.869 46.3527 54.4739 46.4123C53.4162 46.5743 52.8674 46.174 51.665 45.6993C51.3665 45.5824 50.9687 45.4527 50.6648 45.4246C50.1189 45.3726 49.4595 45.5255 49.3553 46.1214C49.3035 46.4285 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name: BCGX
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- id: 3
name: CB-Insights
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- id: 4
name: Vivendi
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name: Gitbook
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- id: 6
name: Microsoft
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- id: 12
name: Kaufland
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- id: 13
name: Deloitte
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- id: 14
name: Hewlett-Packard-Enterprise
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- id: 15
name: X
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- id: 16
name: Quora
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- id: 17
name: Perplexity
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- id: 18
name: Voiceflow
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---
title: Vectors in Action
subtitle: Turn embeddings or neural network encoders into full-fledged applications for matching, searching, recommending, and more.
featureCards:
- id: 0
title: Advanced Search
content: Elevate your apps with advanced search capabilities. Qdrant excels in processing high-dimensional data, enabling nuanced similarity searches, and understanding semantics in depth. Qdrant also handles multimodal data with fast and accurate search algorithms.
link:
text: Learn More
url: /advanced-search/
- id: 1
title: Recommendation Systems
content: Create highly responsive and personalized recommendation systems with tailored suggestions. Qdrant’s Recommendation API offers great flexibility, featuring options such as best score recommendation strategy. This enables new scenarios of using multiple vectors in a single query to impact result relevancy.
link:
text: Learn More
url: /recommendations/
- id: 2
title: Retrieval Augmented Generation (RAG)
content: Enhance the quality of AI-generated content. Leverage Qdrant's efficient nearest neighbor search and payload filtering features for retrieval-augmented generation. You can then quickly access relevant vectors and integrate a vast array of data points.
link:
text: Learn More
url: /rag/
- id: 3
title: Data Analysis and Anomaly Detection
content: Transform your approach to Data Analysis and Anomaly Detection. Leverage vectors to quickly identify patterns and outliers in complex datasets. This ensures robust and real-time anomaly detection for critical applications.
link:
text: Learn More
url: /data-analysis-anomaly-detection/
--- | headless/main/vectors.md |
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name: "Johnson & Johnson"
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--- | stack/alphasense.md |
---
title: Trusted by developers worldwide
subtitle: Qdrant is powering thousands of innovative AI solutions at leading companies. Engineers are choosing Qdrant for its top performance, high scalability, ease of use, and flexible cost and resource-saving options
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---
title: Discover our Programs
resources:
- id: 0
title: Qdrant Stars
description: Qdrant Stars are our top contributors, organizers, and evangelists. Learn more about how you can become a Star.
link:
text: Learn More
url: /blog/qdrant-stars-announcement/
image:
src: /img/community-features/qdrant-stars.svg
alt: Avatar
- id: 1
title: Discord
description: Chat in real-time with the Qdrant team and community members.
link:
text: Join our Discord
url: https://discord.gg/qdrant
image:
src: /img/community-features/discord.svg
alt: Avatar
- id: 2
title: Community Blog
description: Learn all the latest tips and tricks in the AI space through our community blog.
link:
text: Visit our Blog
url: /blog/
image:
src: /img/community-features/community-blog.svg
alt: Avatar
- id: 3
title: Vector Space Talks
description: Weekly tech talks with Qdrant users and industry experts.
link:
text: Learn More
url: https://www.youtube.com/watch?v=4aUq5VnR_VI&list=PL9IXkWSmb36_eANzd_sKeQ3tXbFiEGEWn&pp=iAQB
image:
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alt: Avatar
features:
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icon:
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alt: Documentation
title: Documentation
description: Docs carefully crafted to support developers and decision-makers learning about Qdrant features.
link:
text: Read More
url: /documentation/
- id: 1
icon:
src: /icons/outline/guide-blue.svg
alt: Guide
title: Contributors Guide
description: Whatever your strengths are, we got you covered. Learn more about how to contribute to Qdrant.
link:
text: Learn More
url: https://github.com/qdrant/qdrant/blob/master/CONTRIBUTING.md
- id: 2
icon:
src: /icons/outline/handshake-blue.svg
alt: Partners
title: Partners
description: Technology partners and applications that support Qdrant.
link:
text: Learn More
url: /partners/
- id: 3
icon:
src: /icons/outline/mail-blue.svg
alt: Newsletter
title: Newsletter
description: Stay up to date with all the latest Qdrant news
link:
text: Learn More
url: /subscribe/
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| community/community-features.md |
---
title: Welcome to the Qdrant Community
description: Connect with over 30,000 community members, get access to educational resources, and stay up to date on all news and discussions about Qdrant and the vector database space.
image:
src: /img/community-hero.svg
srcMobile: /img/mobile/community-hero.svg
alt: Community
button:
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url: https://discord.gg/qdrant
about: Get access to educational resources, and stay up to date on all news and discussions about Qdrant and the vector database space.
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title: Love from our community
testimonials:
- id: 0
name: Owen Colegrove
nickname: "@ocolegro"
avatar:
src: /img/customers/owen-colegrove.svg
alt: Avatar
text: qurant has been amazing!
- id: 1
name: Darren
nickname: "@darrenangle"
avatar:
src: /img/customers/darren.svg
alt: Avatar
text: qdrant is so fast I'm using Rust for all future projects goodnight everyone
- id: 2
name: Greg Schoeninger
nickname: "@gregschoeninger"
avatar:
src: /img/customers/greg-schoeninger.svg
alt: Avatar
text: Indexing millions of embeddings into <span>@qdrant_engine</span> has been the smoothest experience I've had so far with a vector db. Team Rustacian all the way 🦀
- id: 3
name: Ifioravanti
nickname: "@ivanfioravanti"
avatar:
src: /img/customers/ifioravanti.svg
alt: Avatar
text: <span>@qdrant_engine</span> is ultra super powerful! Combine it to <span>@LangChainAI</span> and you have a super productivity boost for your AI projects ⏩⏩⏩
- id: 4
name: sengpt
nickname: "@sengpt"
avatar:
src: /img/customers/sengpt.svg
alt: Avatar
text: Thank you, Qdrant is awesome
- id: 4
name: Owen Colegrove
nickname: "@ocolegro"
avatar:
src: /img/customers/owen-colegrove.svg
alt: Avatar
text: that sounds good to me, big fan of qdrant.
sitemapExclude: true
---
| community/community-testimonials.md |
---
title: Terms and Conditions
---
## Terms and Conditions
Last updated: December 10, 2021
Please read these terms and conditions carefully before using Our Service.
### Interpretation and Definitions
#### Interpretation
The words of which the initial letter is capitalized have meanings defined under the following conditions. The following definitions shall have the same meaning regardless of whether they appear in singular or in plural.
#### Definitions
For the purposes of these Terms and Conditions:
* **Affiliate** means an entity that controls, is controlled by or is under common control with a party, where "control" means ownership of 50% or more of the shares, equity interest or other securities entitled to vote for election of directors or other managing authority.
* **Country** refers to: Berlin, Germany
* **Company** (referred to as either "the Company", "We", "Us" or "Our" in this Agreement) refers to Qdrant Solutions GmbH, Chausseestraße 86, 10115 Berlin.
* **Device** means any device that can access the Service such as a computer, a cellphone or a digital tablet.
* **Service** refers to the Website.
* **Terms and Conditions** (also referred as "Terms") mean these Terms and Conditions that form the entire agreement between You and the Company regarding the use of the Service. This Terms and Conditions agreement has been created with the help of the Terms and Conditions Generator.
* **Third-party Social Media Service** means any services or content (including data, information, products or services) provided by a third-party that may be displayed, included or made available by the Service.
* **Website** refers to Qdrant, accessible from https://qdrant.tech
* **You** means the individual accessing or using the Service, or the company, or other legal entity on behalf of which such individual is accessing or using the Service, as applicable.
### Acknowledgment
These are the Terms and Conditions governing the use of this Service and the agreement that operates between You and the Company. These Terms and Conditions set out the rights and obligations of all users regarding the use of the Service.
Your access to and use of the Service is conditioned on Your acceptance of and compliance with these Terms and Conditions. These Terms and Conditions apply to all visitors, users and others who access or use the Service.
By accessing or using the Service You agree to be bound by these Terms and Conditions. If You disagree with any part of these Terms and Conditions then You may not access the Service.
You represent that you are over the age of 18. The Company does not permit those under 18 to use the Service.
Your access to and use of the Service is also conditioned on Your acceptance of and compliance with the Privacy Policy of the Company. Our Privacy Policy describes Our policies and procedures on the collection, use and disclosure of Your personal information when You use the Application or the Website and tells You about Your privacy rights and how the law protects You. Please read Our Privacy Policy carefully before using Our Service.
### Links to Other Websites
Our Service may contain links to third-party web sites or services that are not owned or controlled by the Company.
The Company has no control over, and assumes no responsibility for, the content, privacy policies, or practices of any third party web sites or services. You further acknowledge and agree that the Company shall not be responsible or liable, directly or indirectly, for any damage or loss caused or alleged to be caused by or in connection with the use of or reliance on any such content, goods or services available on or through any such web sites or services.
We strongly advise You to read the terms and conditions and privacy policies of any third-party web sites or services that You visit.
### Termination
We may terminate or suspend Your access immediately, without prior notice or liability, for any reason whatsoever, including without limitation if You breach these Terms and Conditions.
Upon termination, Your right to use the Service will cease immediately.
### Limitation of Liability
Notwithstanding any damages that You might incur, the entire liability of the Company and any of its suppliers under any provision of this Terms and Your exclusive remedy for all of the foregoing shall be limited to the amount actually paid by You through the Service or 100 USD if You haven't purchased anything through the Service.
To the maximum extent permitted by applicable law, in no event shall the Company or its suppliers be liable for any special, incidental, indirect, or consequential damages whatsoever (including, but not limited to, damages for loss of profits, loss of data or other information, for business interruption, for personal injury, loss of privacy arising out of or in any way related to the use of or inability to use the Service, third-party software and/or third-party hardware used with the Service, or otherwise in connection with any provision of this Terms), even if the Company or any supplier has been advised of the possibility of such damages and even if the remedy fails of its essential purpose.
Some states do not allow the exclusion of implied warranties or limitation of liability for incidental or consequential damages, which means that some of the above limitations may not apply. In these states, each party's liability will be limited to the greatest extent permitted by law.
### "AS IS" and "AS AVAILABLE" Disclaimer
The Service is provided to You "AS IS" and "AS AVAILABLE" and with all faults and defects without warranty of any kind. To the maximum extent permitted under applicable law, the Company, on its own behalf and on behalf of its Affiliates and its and their respective licensors and service providers, expressly disclaims all warranties, whether express, implied, statutory or otherwise, with respect to the Service, including all implied warranties of merchantability, fitness for a particular purpose, title and non-infringement, and warranties that may arise out of course of dealing, course of performance, usage or trade practice. Without limitation to the foregoing, the Company provides no warranty or undertaking, and makes no representation of any kind that the Service will meet Your requirements, achieve any intended results, be compatible or work with any other software, applications, systems or services, operate without interruption, meet any performance or reliability standards or be error free or that any errors or defects can or will be corrected.
Without limiting the foregoing, neither the Company nor any of the company's provider makes any representation or warranty of any kind, express or implied: (i) as to the operation or availability of the Service, or the information, content, and materials or products included thereon; (ii) that the Service will be uninterrupted or error-free; (iii) as to the accuracy, reliability, or currency of any information or content provided through the Service; or (iv) that the Service, its servers, the content, or e-mails sent from or on behalf of the Company are free of viruses, scripts, trojan horses, worms, malware, timebombs or other harmful components.
Some jurisdictions do not allow the exclusion of certain types of warranties or limitations on applicable statutory rights of a consumer, so some or all of the above exclusions and limitations may not apply to You. But in such a case the exclusions and limitations set forth in this section shall be applied to the greatest extent enforceable under applicable law.
### Governing Law
The laws of the Country, excluding its conflicts of law rules, shall govern this Terms and Your use of the Service. Your use of the Application may also be subject to other local, state, national, or international laws.
### Disputes Resolution
If You have any concern or dispute about the Service, You agree to first try to resolve the dispute informally by contacting the Company.
### For European Union (EU) Users
If You are a European Union consumer, you will benefit from any mandatory provisions of the law of the country in which you are resident in.
### United States Legal Compliance
You represent and warrant that (i) You are not located in a country that is subject to the United States government embargo, or that has been designated by the United States government as a "terrorist supporting" country, and (ii) You are not listed on any United States government list of prohibited or restricted parties.
### Severability and Waiver
#### Severability
If any provision of these Terms is held to be unenforceable or invalid, such provision will be changed and interpreted to accomplish the objectives of such provision to the greatest extent possible under applicable law and the remaining provisions will continue in full force and effect.
#### Waiver
Except as provided herein, the failure to exercise a right or to require performance of an obligation under this Terms shall not effect a party's ability to exercise such right or require such performance at any time thereafter nor shall the waiver of a breach constitute a waiver of any subsequent breach.
Translation Interpretation
These Terms and Conditions may have been translated if We have made them available to You on our Service. You agree that the original English text shall prevail in the case of a dispute.
### Changes to These Terms and Conditions
We reserve the right, at Our sole discretion, to modify or replace these Terms at any time. If a revision is material We will make reasonable efforts to provide at least 30 days' notice prior to any new terms taking effect. What constitutes a material change will be determined at Our sole discretion.
By continuing to access or use Our Service after those revisions become effective, You agree to be bound by the revised terms. If You do not agree to the new terms, in whole or in part, please stop using the website and the Service.
### Contact Us
If you have any questions about these Terms and Conditions, You can contact us:
By email: info@qdrant.com | legal/terms_and_conditions.md |
---
title: Impressum
---
# Impressum
Angaben gemäß § 5 TMG
Qdrant Solutions GmbH
Chausseestraße 86
10115 Berlin
#### Vertreten durch:
André Zayarni
#### Kontakt:
Telefon: +49 30 120 201 01
E-Mail: info@qdrant.com
#### Registereintrag:
Eintragung im Registergericht: Berlin Charlottenburg
Registernummer: HRB 235335 B
#### Umsatzsteuer-ID:
Umsatzsteuer-Identifikationsnummer gemäß §27a Umsatzsteuergesetz: DE347779324
### Verantwortlich für den Inhalt nach § 55 Abs. 2 RStV:
André Zayarni
Chausseestraße 86
10115 Berlin
## Haftungsausschluss:
### Haftung für Inhalte
Die Inhalte unserer Seiten wurden mit größter Sorgfalt erstellt. Für die Richtigkeit, Vollständigkeit und Aktualität der Inhalte können wir jedoch keine Gewähr übernehmen. Als Diensteanbieter sind wir gemäß § 7 Abs.1 TMG für eigene Inhalte auf diesen Seiten nach den allgemeinen Gesetzen verantwortlich. Nach §§ 8 bis 10 TMG sind wir als Diensteanbieter jedoch nicht verpflichtet, übermittelte oder gespeicherte fremde Informationen zu überwachen oder nach Umständen zu forschen, die auf eine rechtswidrige Tätigkeit hinweisen. Verpflichtungen zur Entfernung oder Sperrung der Nutzung von Informationen nach den allgemeinen Gesetzen bleiben hiervon unberührt. Eine diesbezügliche Haftung ist jedoch erst ab dem Zeitpunkt der Kenntnis einer konkreten Rechtsverletzung möglich. Bei Bekanntwerden von entsprechenden Rechtsverletzungen werden wir diese Inhalte umgehend entfernen.
### Haftung für Links
Unser Angebot enthält Links zu externen Webseiten Dritter, auf deren Inhalte wir keinen Einfluss haben. Deshalb können wir für diese fremden Inhalte auch keine Gewähr übernehmen. Für die Inhalte der verlinkten Seiten ist stets der jeweilige Anbieter oder Betreiber der Seiten verantwortlich. Die verlinkten Seiten wurden zum Zeitpunkt der Verlinkung auf mögliche Rechtsverstöße überprüft. Rechtswidrige Inhalte waren zum Zeitpunkt der Verlinkung nicht erkennbar. Eine permanente inhaltliche Kontrolle der verlinkten Seiten ist jedoch ohne konkrete Anhaltspunkte einer Rechtsverletzung nicht zumutbar. Bei Bekanntwerden von Rechtsverletzungen werden wir derartige Links umgehend entfernen.
### Datenschutz
Die Nutzung unserer Webseite ist in der Regel ohne Angabe personenbezogener Daten möglich. Soweit auf unseren Seiten personenbezogene Daten (beispielsweise Name, Anschrift oder eMail-Adressen) erhoben werden, erfolgt dies, soweit möglich, stets auf freiwilliger Basis. Diese Daten werden ohne Ihre ausdrückliche Zustimmung nicht an Dritte weitergegeben.
Wir weisen darauf hin, dass die Datenübertragung im Internet (z.B. bei der Kommunikation per E-Mail) Sicherheitslücken aufweisen kann. Ein lückenloser Schutz der Daten vor dem Zugriff durch Dritte ist nicht möglich.
Der Nutzung von im Rahmen der Impressumspflicht veröffentlichten Kontaktdaten durch Dritte zur Übersendung von nicht ausdrücklich angeforderter Werbung und Informationsmaterialien wird hiermit ausdrücklich widersprochen. Die Betreiber der Seiten behalten sich ausdrücklich rechtliche Schritte im Falle der unverlangten Zusendung von Werbeinformationen, etwa durch Spam-Mails, vor.
### Google Analytics
Diese Website benutzt Google Analytics, einen Webanalysedienst der Google Inc. (''Google''). Google Analytics verwendet sog. ''Cookies'', Textdateien, die auf Ihrem Computer gespeichert werden und die eine Analyse der Benutzung der Website durch Sie ermöglicht. Die durch den Cookie erzeugten Informationen über Ihre Benutzung dieser Website (einschließlich Ihrer IP-Adresse) wird an einen Server von Google in den USA übertragen und dort gespeichert. Google wird diese Informationen benutzen, um Ihre Nutzung der Website auszuwerten, um Reports über die Websiteaktivitäten für die Websitebetreiber zusammenzustellen und um weitere mit der Websitenutzung und der Internetnutzung verbundene Dienstleistungen zu erbringen. Auch wird Google diese Informationen gegebenenfalls an Dritte übertragen, sofern dies gesetzlich vorgeschrieben oder soweit Dritte diese Daten im Auftrag von Google verarbeiten. Google wird in keinem Fall Ihre IP-Adresse mit anderen Daten der Google in Verbindung bringen. Sie können die Installation der Cookies durch eine entsprechende Einstellung Ihrer Browser Software verhindern; wir weisen Sie jedoch darauf hin, dass Sie in diesem Fall gegebenenfalls nicht sämtliche Funktionen dieser Website voll umfänglich nutzen können. Durch die Nutzung dieser Website erklären Sie sich mit der Bearbeitung der über Sie erhobenen Daten durch Google in der zuvor beschriebenen Art und Weise und zu dem zuvor benannten Zweck einverstanden.
| legal/impressum.md |
---
title: Privacy Policy
---
# Privacy Policy
At qdrant.tech, accessible from qdrant.tech, qdrant.co, qdrant.com, qdrant.io, one of our main priorities is the privacy of our visitors. This Privacy Policy document contains types of information that is collected and recorded by qdrant.tech and how we use it.
If you have additional questions or require more information about our Privacy Policy, do not hesitate to contact us. Our Privacy Policy was generated with the help of <a href="https://www.gdprprivacynotice.com/">GDPR Privacy Policy Generator from GDPRPrivacyNotice.com</a>
## General Data Protection Regulation (GDPR)
We are a Data Controller of your information.
Qdrant legal basis for collecting and using the personal information described in this Privacy Policy depends on the Personal Information we collect and the specific context in which we collect the information:
* Qdrant needs to perform a contract with you
* You have given Qdrant permission to do so
* Processing your personal information is in Qdrant legitimate interests
* Qdrant needs to comply with the law
Qdrant will retain your personal information only for as long as is necessary for the purposes set out in this Privacy Policy. We will retain and use your information to the extent necessary to comply with our legal obligations, resolve disputes, and enforce our policies.
If you are a resident of the European Economic Area (EEA), you have certain data protection rights. If you wish to be informed what Personal Information we hold about you and if you want it to be removed from our systems, please contact us.
In certain circumstances, you have the following data protection rights:
* The right to access, update or to delete the information we have on you.
* The right of rectification.
* The right to object.
* The right of restriction.
* The right to data portability
* The right to withdraw consent
## Log Files
qdrant.tech follows a standard procedure of using log files. These files log visitors when they visit websites. All hosting companies do this and a part of hosting services' analytics. The information collected by log files include internet protocol (IP) addresses, browser type, Internet Service Provider (ISP), date and time stamp, referring/exit pages, and possibly the number of clicks. These are not linked to any information that is personally identifiable. The purpose of the information is for analyzing trends, administering the site, tracking users' movement on the website, and gathering demographic information.
## Cookies and Web Beacons
Like any other website, qdrant.tech uses 'cookies'. These cookies are used to store information including visitors' preferences, and the pages on the website that the visitor accessed or visited. The information is used to optimize the users' experience by customizing our web page content based on visitors' browser type and/or other information.
For more general information on cookies, please read <a href="https://www.privacypolicyonline.com/what-are-cookies/">"What Are Cookies"</a>.
## Privacy Policies
You may consult this list to find the Privacy Policy for each of the advertising partners of qdrant.tech.
Third-party ad servers or ad networks uses technologies like cookies, JavaScript, or Web Beacons that are used in their respective advertisements and links that appear on qdrant.tech, which are sent directly to users' browser. They automatically receive your IP address when this occurs. These technologies are used to measure the effectiveness of their advertising campaigns and/or to personalize the advertising content that you see on websites that you visit.
Note that qdrant.tech has no access to or control over these cookies that are used by third-party advertisers.
## Third Party Privacy Policies
qdrant.tech's Privacy Policy does not apply to other advertisers or websites. Thus, we are advising you to consult the respective Privacy Policies of these third-party ad servers for more detailed information. It may include their practices and instructions about how to opt-out of certain options.
You can choose to disable cookies through your individual browser options. To know more detailed information about cookie management with specific web browsers, it can be found at the browsers' respective websites.
## Children's Information
Another part of our priority is adding protection for children while using the internet. We encourage parents and guardians to observe, participate in, and/or monitor and guide their online activity.
qdrant.tech does not knowingly collect any Personal Identifiable Information from children under the age of 13. If you think that your child provided this kind of information on our website, we strongly encourage you to contact us immediately and we will do our best efforts to promptly remove such information from our records.
## Online Privacy Policy Only
Our Privacy Policy applies only to our online activities and is valid for visitors to our website with regards to the information that they shared and/or collect in qdrant.tech. This policy is not applicable to any information collected offline or via channels other than this website.
## Consent
By using our website, you hereby consent to our Privacy Policy and agree to its terms. | legal/privacy-policy.md |
---
title: Credits
section_title: Credits to materials used on our site
---
Icons made by [srip](https://www.flaticon.com/authors/srip) from [flaticon.com](https://www.flaticon.com/)
Email Marketing Vector created by [storyset](https://de.freepik.com/vektoren/geschaeft) from [freepik.com](https://www.freepik.com/)
| legal/credits.md |
---
title: Qdrant Cloud Terms and Conditions
---
**These terms apply to any of our Cloud plans.**
Qdrant Cloud (or “Solution”) is developed by Qdrant Solutions GmbH, registered with the trade and companies register of Berlin Charlottenburg under number HRB 235335 B (the “Company” or “Qdrant”).
Qdrant Cloud is the hosted and managed version of the Qdrant engine, our open-source solution. It is accessible as a Software as a Service (“SaaS”) through the following link [https://cloud.qdrant.io](https://cloud.qdrant.io)
By using the Qdrant Cloud, you agree to comply with the following general terms and conditions of use and sale (the “T&Cs”), which form a binding contract between you and the COmpany, giving you access to both the Solution and its website (the “Website”).
To access the Solution and the Website, you must first accept our T&Cs and Privacy Policy, accessible and printable at any time using the links accessible from the bottom of the Website’s homepage.
### 1. Prerequisites
You certify that you hold all the rights and authority necessary to agree to the T&Cs in the name of the legal person you represent, if applicable.
### 2. Description of the Solution
Qdrant is a vector database. It deploys as an API service providing a search for the nearest high-dimensional vectors. With Qdrant, embeddings or neural network encoders can be turned into full-fledged applications for matching, searching, recommending, and much more!
Qdrant’s guidelines and description of the Solution are detailed in its documentation (the “Documentation”) made available to you and updated regularly.
You may subscribe for specific maintenance and support services. The description and prices are disclosed on demand.
You can contact us for any questions or inquiries you may have at the following address: contact@qdrant.com.
### 3. Set up and installation
To install the Solution, you first need to create an account on the Website.
You must fill in all the information marked as mandatory, such as your name, surname, email address, or to provide access to the required data by using a Single-Sign-On provider.
You guarantee that all the information you provide is correct, up-to-date, sincere, and not deceptive in any way.
You undertake to update this information in your personal space in the event of modification so that it corresponds at all times to the above criteria and is consistent with reality.
Once your account is created, we will email you to finalize your subscription.
You are solely and entirely responsible for using your username and password to access your account and undertake to do everything to keep this information secret and not to disclose it in whatever form and for whatever reason.
You do not have a right of withdrawal regarding the subscription to the Solution as soon as its performance has begun before the expiry of a fourteen (14) day cooling off period.
### 4. License – Intellectual property
Qdrant grants you, for the duration of the use of the Solution, a non-exclusive, non-transferable, and strictly personal right to use the Solution in accordance with the T&Cs and the Documentation, and under the conditions and within limits set out below (“the License”).
Qdrant holds all intellectual and industrial property rights relating to the Solution and the Documentation. None of them is transferred to you through the use of the Solution.
In particular, the systems, structures, databases, logos, brands, and contents of any nature (text, images, visuals, music, logos, brands, databases, etc.) operated by Qdrant within the Solution and/or the Website are protected by all current intellectual property rights or rights of database producers – to the exclusion of the Content as defined in Article 8.
In particular, you agree not to:
* translate, adapt, arrange or modify the Solution, export it or merge it with other software;
* decompile or reverse engineer the Solution;
* copy, reproduce, represent or use the Solution for purposes not expressly provided for in the present T&Cs;
* use the Solution for purposes of comparative analysis or development of a competing product.
* You may not transfer the License in any way whatsoever without the prior written consent of Qdrant.
In the event of termination of this License, for whatever reason, you shall immediately cease to use the Solution and the Documentation.
This right of use is subject to your payment of the total amount of the usage fees due under the Licence.
This License does not confer any exclusivity of any kind. Qdrant remains free to grant Licenses to third parties of its choice.
You acknowledge having been informed by Qdrant of all the technical requirements necessary to access and use the Solution. You are also informed that these requirements may change, particularly for technical reasons. In case of any change, you will be informed in advance.
You accept these conditions and agree not to use the Solution or its content for purposes other than its original function, particularly for comparative analysis or development of competing software.
### 5. Financial terms
The prices applicable at the date of subscription to the Solution are accessible through the following [link](/pricing/).
Unless otherwise stated, prices are in dollars and exclusive of any applicable taxes.
The prices of the Solution may be revised at any time. You will be informed of these modifications by e-mail.
### 6. Payment conditions
You must pay the agreed price monthly. Payment is made through Stripe, a secure payment service provider which alone keeps your bank details for this purpose. You can access its own terms and conditions at the following address: https://stripe.com/fr/legal.
You (i) guarantee that you have the necessary authorizations to use this payment method and (ii) undertake to take the necessary measures to ensure that the automatic debiting of the price can be made.
You are informed and expressly accept that any payment delay on all or part of the price at a due date automatically induces, without prejudice to the provisions of Article 10 and prior formal notification:
* the forfeiting of the term of all the sums due by you which become due immediately;
* the immediate suspension of the access to the Solution until full payment of all the sums due;
* the invoicing to the benefit of Qdrant of a flat-rate penalty of 5% of the amounts due if the entire sum has not been paid within thirty (30) days after sending a non-payment formal notice;
* interest for late payment calculated at the monthly rate of 5% calculated on the basis of a 365-day year.
### 7. Compliant and loyal use of the Solution
You undertake, when using the Solution, to comply with the laws and regulations in force and not to infringe third-party rights or public order.
You are solely responsible for correctly accomplishing all the administrative, fiscal and social security formalities and all payments of contributions, taxes, or duties of any kind, where applicable, in relation to your use of the Solution.
You are informed and accept that the implementation of the Solution requires you to be connected to the Internet and that the quality of the Solution depends directly on this connection, for which you alone are responsible.
You undertake to provide us with all the information necessary for the correct performance of the Solution.
The following are also strictly prohibited: any behavior that may interrupt, suspend, slow down or prevent the continuity of the Solution, any intrusion or attempts at the intrusion into the Solution, any unauthorized use of the Solution's system resources, any actions likely to place a disproportionate load of the latter, any infringement on the security and authentication measures, any acts likely to infringe on the financial, commercial or moral rights of Qdrant or the users of the Solution, lastly and more generally, any failure in respect of these T&Cs.
It is strictly prohibited to make financial gain from, sell or transfer all or part of the access to the Solution and to the information and data which is hosted and/or shared therein.
### 8. Content
You alone are responsible for the Content you upload through the Solution.
Your Content remains, under all circumstances, your full and exclusive property. It may not be reproduced and/or otherwise used by Qdrant for any purpose other than the strict supply of the Solution.
You grant, as necessary, to Qdrant and its subcontractors a non-exclusive, worldwide, free and transferable license to host, cache, copy, display, reproduce and distribute the Content for the sole purpose of performing the contract and exclusively in association with or in connection with the Solution.
This license shall automatically terminate upon termination of our contractual relationship unless it is necessary to continue hosting and processing the Content, in particular in the context of implementing reversibility operations and/or in order to defend against any liability claims and/or to comply with rules imposed by laws and regulations.
You guarantee Qdrant that you have all the rights and authorizations necessary to use and publicize such Content and that you can grant Qdrant and its subcontractors a license under these terms.
You undertake to publish only legal content that does not infringe on public order, good morals, third-party’s rights, legislative or regulatory provisions, and, more generally, is in no way likely to jeopardize Qdrant's civil or criminal liability.
You further declare and guarantee that by creating, installing, downloading or transmitting the Content through the Solution, you do not infringe third parties’ rights.
You acknowledge and accept that Qdrant cannot be held responsible for the Content.
### 9. Accessibility of the Solution
Qdrant undertakes to supply the Solution with diligence, and according to best practice, it is specified that it has an obligation of means to the exclusion of any obligation of result, which you expressly acknowledge and accept.
Qdrant will do its best to ensure that the Solution is accessible at all times, with the exception of cases of unavailability or maintenance.
You acknowledge that you are informed that the unavailability of the Solution may be the result of (a) a maintenance operation, (b) an urgent operation relating in particular to security, (c) a case of “force majeure” or (d) the malfunctioning of computer applications of Qdrant's third-party partners. Qdrant undertakes to restore the availability of the Solution as soon as possible once the problem causing the unavailability has been resolved.
Qdrant undertakes, in particular, to carry out regular checks to verify the operation and accessibility of the Solution. In this regard, Qdrant reserves the right to interrupt access to the Solution momentarily for reasons of maintenance. Similarly, Qdrant may not be held responsible for momentary difficulties or impossibilities in accessing the Solution and/or Website, the origin of which is external to it, “force majeure”, or which are due to disruptions in the telecommunications network.
Qdrant does not guarantee that the Solution, subject to a constant search to improve their performance, will be totally free from errors, defects, or faults.
Qdrant will make its best effort to resolve any technical issue you may have in due diligence.
Qdrant is not bound by maintenance services in the following cases:
* your use of the Solution in a manner that does not comply with its purpose or its Documentation;
* unauthorized access to the Solution by a third-party caused by you, including through your negligence;
* your failure to fulfill your obligations under the T&Cs;
* implementation of any software package, software or operating system not compatible with the Solution;
* failure of the electronic communication networks which is not the fault of Qdrant;
* your refusal to collaborate with Qdrant in the resolution of the anomalies and in particular to answer questions and requests for information;
* voluntary act of degradation, malice, sabotage;
* deterioration due to a case of “force majeure”.
You will benefit from the updates, and functional evolutions of the Solution decided by Qdrant and accept them from now on.
You cannot claim any indemnity or hold Qdrant responsible for any of the reasons mentioned above.
### 10. Violations – Sanctions
In the event of a violation of any provision of these T&Cs or, more generally, in the event of any violation of any laws and regulations of your making, Qdrant reserves the right to take any appropriate measures, including but not limited to:
* suspending access to the Solution;
* terminating the contractual relationship with you;
* deleting any of your Content;
* informing any authority concerned;
* initiating legal action.
### 11. Personal data
In the context of the use of the Solution and the Website, Qdrant may collect and process certain personal data, including your name, surname, email address, banking information, address, telephone number, IP address, connection, and navigation data and data recorded in cookies (the “Data”).
Qdrant ensures that the Data is collected and processed in compliance with the provisions of German law and in accordance with its Privacy Policy, available at the following [link](/legal/privacy-policy/).
The Privacy Policy is an integral part of the T&Cs.
You and your end-users are invited to consult the Privacy Policy for a more detailed explanation of the conditions of the collection and processing of the Data.
In particular, Qdrant undertakes to use only server hosting providers, in case they are located outside the European Union, who present sufficient guarantees as to the implementation of the technical and organizational measures necessary to carry out the processing of your end-users’ Data in compliance with the Data Protection Laws.
Under the provisions of the Data Protection Laws, your end-users have the right to access, rectify, delete, limit or oppose the processing of the Data, the right to define guidelines for the storage, deletion, and communication of the Data after his death and the right to the portability of the Data.
Your end-users can exercise these rights by e-mail to the following address: privacy@qdrant.com, or by post at the address indicated at the beginning of these T&Cs.
Qdrant undertakes to guarantee the existence of adequate levels of protection under the applicable legal and regulatory requirements. However, as no mechanism offers absolute security, a degree of risk remains when the Internet is used to transmit Data.
Qdrant will notify the relevant authority and/or the person concerned of any possible violations of Data under the conditions provided by the Data Protection Laws.
#### Qdrant GDPR Data Processing Agreement
We may enter into a GDPR Data Processing Agreement with certain Enterprise clients, depending on the nature of the installation, how data is being processed, and where it is stored.
### 12. Third parties
Qdrant may under no circumstances be held responsible for the technical availability of the websites operated by third parties, which you would access via the Solution or the Website.
Qdrant bears no responsibility concerning the content, advertising, products, and/or services available on such websites; a reminder is given that these are governed by their own conditions of use.
### 13. Duration
The Solution is subscribed for an indefinite duration and is payable monthly.
You may unsubscribe from the Solution at any time directly through the Solution or by writing to the following address: contact@Qdrant.com.
There will be no reimbursement of the sum paid in advance.
### 14. Representation and warranties
The Solution and Website are provided on an “as is” basis, and Qdrant makes no other warranties, express or implied, and specifically disclaims any warranty of merchantability and fitness for a particular purpose as to the Solution provided under the T&Cs. In addition, Qdrant does not warrant that the Solution and Website will be uninterrupted or error-free.
Other than as expressly set out in these terms, Qdrant does not make any commitments about the Solution and Website’s availability or ability to meet your expectations.
### 15. Liability
In no event shall Qdrant be liable for:
* any indirect damages of any kind, including any potential loss of business;
* any damage or loss which is not caused by a breach of its obligations under the T&Cs;
* disruptions or damage inherent in an electronic communications network;
* an impediment or limitation in the performance of the T&Cs or any obligation incumbent on Qdrant hereunder due to “force majeure”;
* the Content;
* contamination by viruses or other harmful elements of the Solution, or malicious intrusion by third-parties into the system or piracy of the Solution;
* and, more generally, your own making.
Qdrant’s liability for any claim, loss, damage, or expense resulting directly from any negligence or omission in the performance of the Solution shall be limited for all claims, losses, damages or expenses and all causes combined to the amount paid by you during the last twelve (12) months preceding the claim.
Any other liability of Qdrant shall be excluded.
Moreover, Qdrant shall not be liable if the alleged fault results from the incorrect application of the recommendations and advice given in the course of the Solution and/or by the Documentation.
### 16. Complaint
For any complaint related to the use of the Solution and/or the Website, you may contact Qdrant at the following address: contact@qdrant.com.
Any claim against Qdrant must be made within thirty (30) days following the occurrence of the event that is the subject of the claim. Failing this, you may not claim any damages or compensation for the alleged breach.
Qdrant undertakes to do its best to respond to the complaints transmitted within a reasonable period in view of their nature and complexity.
### 17. Modification of the T&Cs
Qdrant reserves the right to adapt or modify the T&Cs at any time by publishing an updated version on the Solution and the Website.
Qdrant shall inform you of such modification no later than fifteen (15) days before the entry into force of the new version of the T&Cs.
Any modification of the T&Cs made necessary by a change in the applicable law or regulations, a court decision or the modification of the functionalities of the Solution and/or the Website shall come into force immediately.
The version of the T&Cs applicable is the one in force at the date of use of the Solution and/or the Website.
If you do not accept the amended T&Cs, you must unregister from the Solution according to the conditions laid down under Article 13 within the fifteen (15) days period mentioned above.
### 18. Language
Should there be a translation of these T&Cs in one or more languages, the language of interpretation shall be German in the event of contradiction or dispute as to the meaning of a term or a provision.
### 19. Place of Performance; Governing Law; Jurisdiction
Unless (a) explicitly agreed to the contrary between the Parties, or (b) where the nature of specific Services so requires (such as Services rendered on-site at Customer’s facilities), the place of performance for all Services is Qdrant’s seat of business.
These T&Cs will be governed by German law without regard to the choice or conflicts of law provisions of any jurisdiction and with the exception of the United Nations Convention on the International Sale of Goods (CISG). Any references to the application of statutory provisions shall be for clarification purposes only. Even without such clarification, statutory provisions shall apply unless they are modified or expressly excluded in the T&Cs.
You agree that all disputes resulting from these T&Cs shall be subject to the exclusive jurisdictions of the courts in Berlin, Germany.
### 20. Coming into force
The T&Cs entered into force on 01 December 2022.
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