RAG Infrastructure Lab & Retrieval Physics

Enterprise Vector DB & RAG Latency Benchmark Simulator

Simulate indexing memory footprints, p99 query latency under concurrent agent load, and 3-year TCO comparing self-hosted PostgreSQL pgvector (HNSW) vs Pinecone, Qdrant, and Milvus.

Vector Retrieval Topology & Latency Profiles

PostgreSQL pgvector (HNSW)

Colocates relational business state, transactional ACID row locks, and vector embeddings in a single audited cluster. Sub-5ms local p99 latency with zero WAN hops.

Data Sovereignty: 100% Air-Gapped Private VPC

Pinecone Serverless (Multi-Tenant Cloud)

Serverless operational convenience, but introduces 15ms–40ms WAN TLS latency and trans-border telemetry transmission exposure under DPDP Act 2023.

Latency Profile: 25ms+ (Subject to WAN Jitter)