Supported vector stores
| Store | Default credentials | BYOK |
|---|---|---|
| Weaviate | ✅ | ✅ |
| Qdrant | ✅ | ✅ |
| Milvus | ✅ | |
| PG Vector | ✅ | |
| SingleStore | ✅ | |
| Neo4J | ✅ (required for Knowledge Graph) | |
| Amazon Neptune | ✅ |
Configuring credentials
Go to Data Connectors → Create New → select the vector store type → enter credentials. Credentials are stored encrypted and scoped to your organization.Choosing a vector store
For most use cases, Qdrant (fast, free default credentials, good performance at scale) is the right starting point. Use Neo4J when building a Knowledge Graph.Use SingleStore if you’re already running SingleStore for operational data.
Use PG Vector if you want vector storage inside your existing PostgreSQL instance.