logo
  • Qdrant
  • Cloud
  • Build
  • Learn
  • API Reference
Log in Start Free
logo
  • Qdrant
  • Cloud
  • Build
  • Learn
  • API Reference

Learn

Vector Search Manuals
Qdrant Internals
Data Exploration
Machine Learning
RAG & GenAI
Practical Examples
Ecosystem

Learn

Vector Search Manuals
Qdrant Internals
Data Exploration
Machine Learning
RAG & GenAI
Practical Examples
Ecosystem
  • Articles
  • Data Exploration

Data Exploration

Learn how you can leverage vector similarity beyond just search. Reveal hidden patterns and insights in your data, provide recommendations, and navigate data space.

Preview
Distance-based data exploration

Explore your data under a new angle with Qdrant's tools for dimensionality reduction, clusterization, and visualization.

Andrey Vasnetsov

March 11, 2025

Preview
Discovery needs context

Discovery Search, an innovative way to constrain the vector space in which a search is performed, relying only on vectors.

Luis Cossío

January 31, 2024

Preview
Vector Similarity: Going Beyond Full-Text Search | Qdrant

Discover how vector similarity expands data exploration beyond full-text search. Explore diversity sampling and more for enhanced data discovery!

Luis Cossío

August 08, 2023

Preview
Finding errors in datasets with Similarity Search

Improving quality of text-and-images datasets on the online furniture marketplace example.

George Panchuk

July 18, 2022

Ready to get started with Qdrant?

Start Free
© 2025 Qdrant.
Terms Privacy Policy Impressum
Powered by

About cookies on this site

We use cookies to collect and analyze information on site performance and usage, to provide social media features, and to enhance and customize content and advertisements. Learn more
Company Logo

Privacy Preference Center

Cookies used on the site are categorized, and below, you can read about each category and allow or deny some or all of them. When categories that have been previously allowed are disabled, all cookies assigned to that category will be removed from your browser. Additionally, you can see a list of cookies assigned to each category and detailed information in the cookie declaration.
More information

Manage Consent Preferences

Targeting Cookies

These cookies may be set through our site by our advertising partners. They may be used by those companies to build a profile of your interests and show you relevant adverts on other sites. They do not store directly personal information, but are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising.

Functional Cookies

These cookies enable the website to provide enhanced functionality and personalisation. They may be set by us or by third party providers whose services we have added to our pages. If you do not allow these cookies then some or all of these services may not function properly.

Strictly Necessary Cookies

Always Active

These cookies are necessary for the website to function and cannot be switched off in our systems. They are usually only set in response to actions made by you which amount to a request for services, such as setting your privacy preferences, logging in or filling in forms. You can set your browser to block or alert you about these cookies, but some parts of the site will not then work. These cookies do not store any personally identifiable information.

Performance Cookies

These cookies allow us to count visits and traffic sources so we can measure and improve the performance of our site. They help us to know which pages are the most and least popular and see how visitors move around the site. All information these cookies collect is aggregated and therefore anonymous. If you do not allow these cookies we will not know when you have visited our site, and will not be able to monitor its performance.

Cookie List

Search Icon
label
Consent Leg.Interest
label
label
label
Powered by Onetrust