Qdrant vs Chroma
Qdrant is the production workhorse (Rust, HNSW, quant). Chroma is the prototyping darling (Pythonic, embedded). Cost per million vectors favors Qdrant on dedicated VPS; Chroma is cheapest to start with Chroma Cloud free tier.
Monthly Cost Across Realistic Benchmarks
RAG Prototype · 100k×1536 fp32
Qdrant Cloud Managed: $0.00/mo Chroma Cloud Managed: $49.00/mo
Cheaper: Qdrant Cloud ManagedMid Scale · 1M×768 INT8
Qdrant Cloud Managed: $9.00/mo Chroma Cloud Managed: $49.00/mo
Cheaper: Qdrant Cloud ManagedLarge · 5M×768 INT8 10M queries
Qdrant Cloud Managed: $11.81/mo Chroma Cloud Managed: $64.65/mo
Cheaper: Qdrant Cloud Managed