Qdrant Ads

Most search benchmarks lie to you. Not maliciously. But when the ground truth is synthetic, the queries are hidden, and …

Keep your GenAI applications reliable, relevant, and high-performing.

Stop overprovisioning for RAG Legacy engines weren't built for vector scale, leading to resource waste and latency. Ou…

Keep your GenAI applications reliable, relevant, and high-performing.

Stop overprovisioning for RAG. Legacy engines weren't built for vector scale, leading to resource waste and latency. …

Nail accurate, secure, and scaled search with Qdrant's Vector Database

Qdrant helps legal teams move beyond keyword search and unlock semantic understanding across legal documents. With Qdra…

Keep your GenAI applications reliable, relevant, and high-performing.

Looking to enhance your RAG methods? Learn how to evaluate your RAG system for both accuracy and quality, and identify…

A joint benchmark from Qdrant and Minima AI on where the actual cost lives in agentic RAG: not in the LLM, in the retry …

Keep your GenAI applications reliable, relevant, and high-performing.

Are you looking to enhance your RAG methods? Learn how to evaluate your RAG system for both accuracy and quality, and …

Tired of slow queries and overprovisioned RAM?

You’ve likely tuned JVMs, overspent on RAM, and still hit limits trying to scale vector search. Legacy search engines we…

Keep your GenAI applications reliable, relevant, and high-performing.

Qdrant combines semantic + keyword search with ColBERT reranking, making it ideal for compliance, contracts, and case la…

Keep your GenAI applications reliable, relevant, and high-performing.

Are you looking to enhance your RAG methods? Learn how to evaluate your RAG system for both accuracy and quality, and …

Keep your GenAI applications reliable, relevant, and high-performing.

Stop overprovisioning for RAG. Legacy engines weren't built for vector scale, leading to resource waste and latency. …

Keep your GenAI applications reliable, relevant, and high-performing.

Are you looking to enhance your RAG methods? Learn how to evaluate your RAG system for both accuracy and quality, and …

How the CRM leader powers its flagship AI

When Breeze AI needed speed and accuracy at scale, HubSpot evaluated options. Qdrant won, and now powers Breeze's recom…

Keep your GenAI applications reliable, relevant, and high-performing.

Is your RAG system underperforming? Most failures are caused by legacy search-first tools that cannot scale. Download o…

Keep your GenAI applications reliable, relevant, and high-performing.

Looking to enhance your RAG methods? Learn how to evaluate your RAG system for both accuracy and quality, and identify…

Keep your GenAI applications reliable, relevant, and high-performing.

Are you looking to enhance your RAG methods? Learn how to evaluate your RAG system for both accuracy and quality, and …

Keep your GenAI applications reliable, relevant, and high-performing.

RAG fails when built on legacy text engines. Our guide helps you identify bottlenecks and learn why vector-native Rust…

Keep your GenAI applications reliable, relevant, and high-performing.

Is your RAG system underperforming? Most failures are caused by legacy search-first tools that cannot scale. Download o…

Keep your GenAI applications reliable, relevant, and high-performing.

RAG fails when built on legacy text engines. Our guide helps you identify bottlenecks and learn why vector-native Rust…

Keep your GenAI applications reliable, relevant, and high-performing.

Stop overprovisioning for RAG. Legacy engines weren't built for vector scale, leading to resource waste and latency. …

Keep your GenAI applications reliable, relevant, and high-performing.

Semantic + keyword hybrid search, pre-filterable HNSW, ColBERT reranking, and GPU acceleration. Help your legal team m…

Keep your GenAI applications reliable, relevant, and high-performing.

Stop overprovisioning for RAG Legacy engines weren't built for vector scale, leading to resource waste and latency. Ou…

Keep your GenAI applications reliable, relevant, and high-performing.

Is your RAG system underperforming? Most failures are caused by legacy search-first tools that cannot scale. Download o…

Once your collection outgrows RAM, the kernel starts evicting vector pages. That's what quantization is for: TurboQuant …

Qdrant www.qdrant.tech/vector/database Open-Source Vector Database - Billion Vector Scale Search Multimodal search for text, images, and audio with Qdrant. Real-time hybrid search with Qdrant’s Rust- powered vector database. API Key Included. Al Agents > Pricing > Vector Database for RAG > Multimodal Vector Database > Managed Cloud Platform >

Qdrant www.qdrant.tech/ Real-Time Al Agent Retrieval - Al Agent Memory at Scale Multitenancy, filtering, and real-time indexing power advanced Al agent frameworks. Qdrant is the Al retrieval engine built for dense, hybrid, and Al-native workloads. Vector Search Articles Al Agents <

Qdrant www.qdrant.tech/vector/database Open-Source Vector DB - Vector DB Built in Rust Open-source vector database built in Rust for steady P99 at billion-vector scale. Purpose-built for vectors: dense, sparse, and multi-vector with one-stage filtering.

www.qdrant.tech/ Intelligent Search for Al Apps Build Al apps with fast, hybrid vector retrieval, observability, and reliable low latency.

Qdrant www.qddrant.tech/ Rust-powered Agentic RAG - Open- Source DB for Agents When Al search gets serious, use Qdrant: long-term memory and enterprise-grade APIs. Open-source... API-First Al Search DB Al Agents (

Qdrant www.qdrant.tech/ Open-Source Vector Database - Purpose-Built Vector Database Qdrant is a high-performance, open-source vector database built for Al applications. Qdrant’s... Pricing > Explore different pricing options. Choose the right plan for you. Scalable Enterprise Database > Store, filter, and retrieve embeddings instantly with Qdrant’s scalable vector database. Scalable Vector Data Platform > Managed Cloud Platform >

www.qdrant.tech/ Open-Source Vector DB Open-source vector database built in Rust, with steady P99 at billion-vector scale.

Qdrant www.qdrant.tech/vector/search Fast Al Retrieval for RAG - Embeddings Search at Scale Use open-source Al retrieval you can run in VPC, on- prem, or any cloud—no lock-in. Al Agents Semantic Search for Al Apps Blog Native Vector Search Engine Advanced Vector Search

Gg Qdrant www.qdrant.tech/vector/database Fully-Managed Vector Database - Open-Source Vector Search Deploy privacy-first vector search with Qdrant in VPCs or hybrid cloud environments. Qdrant supports hybrid search... Deploy Vector Search Anywhere }( Qd

Qdrant www.qddrant.tech/ Open-Source. No Lock-In - Open- source Vector DB Open-source, Rust-built vector search with dense, Sparse, and multi-vector retrieval. Run it in cloud...

Qdrant www.qdrant.tech/ Compare Vector DBs - Less RAM, More Speed Review benchmark results for vector DB latency, recall, and cost efficiency under load. Explore billion-vector benchmark tests with steady latency and consistent...

www.qdrant.tech/ Qdrant Al Search DB Qdrant's Rust-powered vector database holds low latency and high recall under heavy load.

Qdrant www.qddrant.tech/ Start Free on Qdrant - Retrieval for Al Agents Open-source agent memory with multitenancy and filtering. Run it in your own VPC. When Al search gets... Al Agents Anomaly Detection ( Blog ) | API

Qdrant www.qdrant.tech/ Open-Source Al Search - Rust- Powered Al Speed Enable multimodal Al search across text, image, and embeddings with low-latency retrieval. Build Al... Pricing > Al Agents > Blog >

Qdrant www.qddrant.tech/ Embeddings Search Engine - Vector Search for Al Systems Metadata filtering for Al across embeddings and vector search queries. Al Agents ( Real-Time Vector Database

Qdrant www.qdrant.tech/ #1 Azure Al Search Alternative - Fully- Managed Vector Database Deploy privacy-first vector search with Qdrant in VPCs or hybrid cloud environments. Run native vector search optimized for high performance and... Al Agents DB for Healthcare Tech (

Qdrant www.qddrant.tech/vector/database Start Free on Qdrant - Open-Source Vector Search Open-source and Rust-built. Run it in your own VPC, on-prem, or air-gapped.

Qdrant www.qddrant.tech/ Vector Search at 1B Scale - Serious About Al Search? Dense, sparse, and multi-vector in a single query. One- stage filtering keeps recall.

Ad

Qdrant www.qdrant.tech/vector/database Open-Source Vector DB - Al Retrieval For LLMs Multimodal search across text, image, and audio, built in Rust for billion scale. Run privacy-first vector search in your VPC or hybrid cloud, fully open source. Start Free on Qdrant Vector Database for RAG

www.qdrant.tech/ Scalable Vector Database Scale to a billions of vectors with Qdrant’s high- performance vector database.

Qdrant www.qdrant.tech/ Open-Source Vector DB - Qdrant for Enterprise Al - Qdrant for Al Agents Dense, sparse, and multi-vector retrieval that stays accurate on every agent run. When Al search gets serious, use...

Qdrant www.qddrant.tech/vector/search 1# Mongo DB Alternative - Open- Source Al Retrieval Stack Run hybrid Al retrieval with dense vectors and payload filters in any environment. Managed Cloud Platform } ( Vector Date

Qdrant www.qdrant.tech/ Vector Search with Metadata - Hybrid Search for Al Skip advanced Postgres tuning—get predictable latency from a focused Al retrieval stack. Production Vector Search > Vector search beyond extensions, purpose-built for Al and embeddings. Get started today. Al Retrieval for Apps > Your LLMs don’t speak SQL—they want fast, filtered context. Replace your system today. Blog > Vector Search Articles >