
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. Ragie records 7,557 monthly visits with -26.8% growth and Freemium, Free Trial, Free pricing.

The managed context engine for agents, assistants and apps
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | qdrant.io | ragie.ai |
| Pricing Model | Freemium, Contact for Pricing | Freemium, Free Trial, Free |
| Monthly Visits | 72.99K (72,992) | 7.56K (7,557) |
| MoM Traffic Delta | -45.42K (-38.4%) | -2.77K (-26.8%) |
| Primary Market & Share | 🇮🇳 India (46%) | 🇺🇸 United States (47.5%) |
| Direct Visits / mo | 43.79K | 2.99K |
| User Rating | 4.6 | 4.4 |
| 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.

The managed context engine for agents, assistants and apps
Ragie builds and combines vector, keyword and summary indexes so retrieval surfaces accurate context rather than leaning on embeddings alone.
Sync content automatically from Google Drive, Notion, Confluence, Slack and many other sources, or embed connectors so your own customers connect their data.
Text, PDFs, images, audio and video all flow through one unified pipeline, producing clean context packs regardless of the source format.
Extract structured elements including tables, forms, charts and key-value pairs from documents, with precise bounding boxes for full traceability.

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

Free / Open-sourceTurn any document into AI-ready context with agentic parsing and extraction
Free / Open-sourceTurn any document into AI-ready context with agentic parsing and extraction
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
Free / Open-sourceLightning-fast search engine you can self-host or run in the cloud

Fully managed Vector Lakebase and vector database for enterprise AI, built by the creators of Milvus
Fully managed Vector Lakebase and vector database for enterprise AI, built by the creators of Milvus

A multimodal data warehouse that turns video, audio and documents into queryable rows

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
SpecialistSQL-native vector database for production GenAI applications
SpecialistSQL-native vector database for production GenAI applications

The relevance engine with a built-in feedback loop

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