# Qdrant Vector Database — AI Tool Profile
> Source: https://agentrobbies.com/tools/qdrant-vector-db
> Ecosystem: AGENT-INFRA | Verified: 2026-10-11
> 100% Independent Listing • Zero Affiliate Links

## Description
Open-source, enterprise-grade vector similarity search engine and database written in Rust. Features extended payload filtering and high QPS.

## Access & Pricing
Open-source Apache 2.0; Managed Qdrant Cloud with free 1GB cluster.

## Key Capabilities
- Rust-native engine delivering sub-10ms vector search at scale
- Rich JSON payload filtering combined with vector queries
- Dynamic quantization for 4x memory savings with zero precision loss

## Alternatives & Replaces
- Pinecone ($70+/mo)
- Milvus self-hosted

## Robbie's Take
**Robbie's Practical Take:** Evaluated independently for utility and transparency. Test against a controlled baseline workload before integrating into mission-critical production pipelines.

## Direct Link
https://qdrant.tech