
Web search API and crawler built for AI agents
Qdrant records 72,992 monthly visits with -38.4% month-over-month growth and Freemium, Contact for Pricing pricing. Trieve records 1,946 monthly visits with -12.4% growth and Contact for Pricing pricing.

Search, discovery and RAG infrastructure for your product
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | qdrant.io | trieve.ai |
| Pricing Model | Freemium, Contact for Pricing | Contact for Pricing |
| Monthly Visits | 72.99K (72,992) | 1.95K (1,946) |
| MoM Traffic Delta | -45.42K (-38.4%) | -276 (-12.4%) |
| Primary Market & Share | 🇮🇳 India (46%) | 🌐 Global (—) |
| Direct Visits / mo | 43.79K | 763 |
| User Rating | 4.6 | 4.7 |
| Supported Platforms | Website | Website |
Open-source, high-performance vector search at any scale
Built entirely in Rust with SIMD and a custom Gridstore storage engine for fast, scalable vector search.
Combine dense and sparse vectors in one query, supporting BM25, SPLADE++ and miniCOIL for keyword-plus-vector retrieval.
Store metadata as JSON and apply advanced filters such as nested, text, geo and has_vector, with filters applied during HNSW traversal.
Asymmetric, scalar and binary quantization reduce memory usage by up to 64x while preserving search quality.

Search, discovery and RAG infrastructure for your product
Combine keyword and vector search so results stay relevant for both exact queries and semantic intent.
Manage documents, chunking and embeddings within the platform instead of building a pipeline from scratch.
Add retrieval-augmented chat over your own content for assistants and knowledge bases.
Inspect search quality with analytics, then tune ranking and relevance based on real queries.

Web search API and crawler built for AI agents
AI search and retrieval platform for modern apps and commerce

Free / Open-sourceOne key for 4,100+ agent tools, pay per call
The managed vector database and knowledge engine for production AI

Search foundation built from embeddings, rerankers, and reader APIs

Free / Open-sourceLightning-fast search engine you can self-host or run in the cloud
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Fully managed Vector Lakebase and vector database for enterprise AI, built by the creators of Milvus
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Free / Open-sourceGraph database built on object storage for agent memory and context
Free / Open-sourceGraph database built on object storage for agent memory and context
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SpecialistSQL-native vector database for production GenAI applications

The relevance engine with a built-in feedback loop

The managed context engine for agents, assistants and apps

Free / Open-sourceOpen-source RAG platform for reliable AI chat and search
Free / Open-sourceOpen-source RAG platform for reliable AI chat and search