Pinecone vs Qdrant
Pinecone Serverless is the zero-ops managed standard with per-GB/query billing. Qdrant Cloud (and self-hosted Qdrant on Hetzner) is 60–80% cheaper at 5M+ vectors via INT8 quantization and HNSW tuning, with full open-source portability.
Monthly Cost Across Realistic Benchmarks
RAG Prototype · 100k×1536 fp32
Pinecone Serverless: $2.17/mo Qdrant Cloud Managed: $0.00/mo
Cheaper: Qdrant Cloud ManagedMid Scale · 1M×768 INT8
Pinecone Serverless: $9.00/mo Qdrant Cloud Managed: $9.00/mo
Cheaper: Pinecone ServerlessLarge · 5M×768 INT8 10M queries
Pinecone Serverless: $85.43/mo Qdrant Cloud Managed: $11.81/mo
Cheaper: Qdrant Cloud Managed