logo
  • Develop
  • Deploy
  • Ecosystem
  • Learn
  • API Reference
Log in Start Free
logo
  • Develop
  • Deploy
  • Ecosystem
  • Learn
  • API Reference

Articles

Core Concepts
Mastering Search
Search Quality
Production Ops
Qdrant Internals
Embedding Research
RAG & Agents
Data Exploration
Demos & Tutorials

Articles

Core Concepts
Mastering Search
Search Quality
Production Ops
Qdrant Internals
Embedding Research
RAG & Agents
Data Exploration
Demos & Tutorials
  • Qdrant Articles
  • Search Quality

Search Quality

Learn how to evaluate and improve the quality of your vector search. Explore relevance feedback, evaluation methodologies, and benchmarking techniques.

Preview
Relevance Feedback in Qdrant

The story behind the vector search-native relevance feedback feature, available since 1.17.0, which increases the relevance of search results universally, cheaply, and at scale.

Evgeniya Sukhodolskaya

February 20, 2026

Preview
Relevance Feedback in Informational Retrieval

Relerance feedback: from ancient history to LLMs. Why relevance feedback techniques are good on paper but not popular in neural search, and what we can do about it.

Evgeniya Sukhodolskaya

March 27, 2025

Preview
Optimizing RAG Through an Evaluation-Based Methodology

Learn how Qdrant-powered RAG applications can be tested and iteratively improved using LLM evaluation tools like Quotient.

Atita Arora

June 12, 2024

Preview
Optimizing OpenAI Embeddings: Enhance Efficiency with Qdrant's Binary Quantization

Explore how Qdrant's Binary Quantization can significantly improve the efficiency and performance of OpenAI's Ada-003 embeddings. Learn best practices for real-time search applications.

Nirant Kasliwal

February 21, 2024

Ready to get started with Qdrant?

Start Free
© 2026 Qdrant.
Terms Privacy Policy Impressum Recruitment Privacy Policy Cookie Consent
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