Overview
Qdrant — Rust-powered vector search engine
Qdrant is a high-performance vector database written in Rust, offering fast similarity search with filtering, payload storage and multiple quantization options. Popular for RAG pipelines requiring speed and precision at scale.
Rust-native performance
Filtered vector search
Scalar and product quantization
Multiple distance metrics
Features & capabilities
Everything it does, in plain English.
FeatureRust-native performanceIncluded
FeatureFiltered vector searchIncluded
FeatureScalar and product quantizationIncluded
FeatureMultiple distance metricsIncluded
FeatureManaged cloud and self-hostIncluded
API AccessProgrammatic access available for developers.Available
PlatformsCloud · Self-hosted
The honest take
Where it shines, where it stumbles.
✓ Pros
- ✓Fastest vector search
- ✓Written in Rust
- ✓Excellent filtering capabilities
! Watch-outs
- !Smaller community than Pinecone
- !Rust dependency for self-host
Who it's for
Where Qdrant pays for itself fast.
— Use case
High-performance RAG
— Use case
Real-time recommendation
— Use case
Duplicate detection at scale
Community reviews
Share your take on Qdrant
Sign in to leave a verified review.
L
★★★★★
1 months ago
Exceptional quality and value
Best-in-class, period. The API is well-documented and easy to work with. Customer support responded within hours and solved my issue. The collaboration features are genuinely well thought-out. Five stars — no hesitation.
A
★★★★★
1 months ago
Outstanding experience
Seriously impressive. The interface is intuitive enough that I didn't need to read any docs. The AI doesn't just suggest — it learns from my preferences over time. Customer support responded within hours and solved my issue. Keep up the great work, team.
A
★★★★★
4 months ago
Good for some things, not others
Does the job, nothing more. I use this daily and it's become essential to how I work. The free tier is genuinely generous compared to competitors. The mobile experience could use some work.
C
★★★★★
4 months ago
Exactly what I needed
One of the best investments I've made. The customization options let me tailor it to my exact workflow. The output quality surprised me — it actually sounds human. The API is well-documented and easy to work with. Looking forward to seeing how it improves.
K
★★★★★
4 months ago
Incredible — highly recommend
Game changer for my workflow. Customer support responded within hours and solved my issue. Reduced the time I spend on this task by about 70%. Customer support responded within hours and solved my issue. Definitely worth trying.
P
★★★★★
5 months ago
Blew away all expectations
Blown away by the quality. Integration with my existing tools was seamless — no friction at all. The outputs require minimal editing — saves so much back-and-forth. Keep up the great work, team.
J
★★★★★
6 months ago
Had some issues
Customer support left a lot to be desired. The ROI was clear within the first week of using it. The outputs require minimal editing — saves so much back-and-forth.
J
★★★★★
7 months ago
The best AI tool I've used
Best-in-class, period. The collaboration features are genuinely well thought-out. Five stars — no hesitation.
A
★★★★★
9 months ago
Outstanding experience
Game changer for my workflow. I use this daily and it's become essential to how I work. Highly recommend.
V
★★★★★
10 months ago
A must-have for any professional
Seriously impressive. The free tier is genuinely generous compared to competitors. The free tier is genuinely generous compared to competitors. Highly recommend.
T
★★★★★
1 years ago
Blew away all expectations
Can't imagine working without it now. Works consistently across all my devices and browsers. The output quality surprised me — it actually sounds human.
Y
★★★★★
1 years ago
Best in class, no question
This is exactly what I was looking for. The accuracy has improved significantly with recent model updates. My team adopted this immediately after I shared it with them.
R
★★★★★
1 years ago
Very useful, mostly polished
Strong product with room to grow. The onboarding flow was smooth and I was productive from day one. Pricing is fair for the value you get. A few missing integrations I'd like to see added. Will continue using this long-term.
Alternatives
Similar tools worth comparing.
Harvey AI
AI legal assistant for law firms specializing in research, drafting, and contract review
Cerebras Inference
Cerebras wafer-scale chip inference — run Llama models at 2,000+ tokens/second, the world's fastest AI inference.
Langfuse
Open-source LLM observability — trace, evaluate and debug your AI applications with detailed prompt analytics.
Anthropic Claude API
Anthropic's API for Claude models — build AI applications with Claude 3.5 Sonnet, Haiku and Opus via a simple REST API.
Supabase AI
Supabase's AI features — vector embeddings, pgvector search and AI SQL assistant built into the open-source Firebase alternative.
Groq Cloud
Groq's LPU inference — the fastest LLM inference in the world, running Llama and Mistral at 500+ tokens/second.