Pinecone vs Ragie

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

Search foundation built from embeddings, rerankers, and reader APIs

SpecialistVector-graph memory API designed for persistent AI agent context, offering higher-level agent memory features than Pinecone.

SpecialistLightning-fast open-source search engine optimized for keyword and text retrieval, but less tailored for dense vector embeddings.

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

Free / Open-sourceOpen-source, high-performance vector search at any scale

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

SQL-compatible vector database combining relational queries with similarity search, ideal for complex relational data workflows.

SpecialistRelevance engine combining vector search with behavioral machine learning models, optimized for recommendation systems rather than raw retrieval.