Qdrant is a open source in AI Search & Knowledge. Here are the strongest alternatives, ranked by an explainable 4-dimension score.
| # | Alternative | Overall | Pop. | Mom. | Cred. | Eco. |
|---|---|---|---|---|---|---|
| 1 | Tavily · RAG A search API purpose-built for LLM agents and RAG pipelines that returns concise, cited web results. | 70 | 54 | 81 | 75 | 70 |
| 2 | Google AI · RAG Google AI — RAG · AI Search & Knowledge. | 69 | 57 | 58 | 87 | 84 |
| 3 | Weaviate · RAG Weaviate — RAG · AI Search & Knowledge. | 69 | 49 | 64 | 89 | 88 |
| 4 | Chroma · RAG Chroma — RAG · AI Search & Knowledge. | 74 | 48 | 87 | 84 | 82 |
| 5 | Onyx · RAG An open-source AI platform (formerly Danswer) for enterprise search and RAG chat over connected sources. | 72 | 48 | 81 | 85 | 82 |
| 6 | Milvus · RAG A widely adopted open-source vector database built for billion-scale similarity search. | 68 | 49 | 64 | 86 | 84 |
| 7 | Mem0 · RAG An open-source memory layer that gives AI agents and apps personalized, persistent long-term memory. | 67 | 46 | 81 | 75 | 70 |
| 8 | Vectara · RAG A managed RAG-as-a-service platform providing end-to-end retrieval, grounding, and generation. | 66 | 43 | 81 | 75 | 70 |