Pyyan / Compare / Chroma vs Qdrant
Chroma vs Qdrant
2 of 5Vector Databases · verified 13 Aug 2026
ChromaChromacurrentQdrantQdrantcurrent
| Specification | Chroma | Qdrant |
|---|---|---|
| Summary | The one you start with. | The fastest of the purpose-built stores. |
| Index | HNSW | HNSW |
| Hybrid search | Limited | Yes |
| Hosting | Embedded, self-host, managed | Self-host and managed |
| Licence | Apache 2.0 | Apache 2.0 |
| p50 latency | Varies | 4ms |
| Category | Vector Databases | Vector Databases |
| Official | Chroma ↗ | Qdrant ↗ |
Highlighted rows are where these differ.
Chroma
- Best developer experience in the category
- Most teams outgrow it, which is fine
Best for prototypes and local development.
Qdrant
- Written in Rust; 10 to 25% faster than Weaviate or Milvus on common workloads
- Strong filtering alongside vector search
- Self-host or managed, same engine
Best for latency-sensitive retrieval.