Real ChatGPT answer · index seedUckhi3cp8AUcompleteB2B software · data and analytics platformscommercial
Which vector databases have the lowest latency for real time Retrieval Augmented Generation applications deployed on AWS
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which vector databases have the lowest latency for real time Retrieval Augmented Generation applications deployed on AWS
4 real searches · 1 real-search pass
2026 vector database benchmark latency Qdrant Vespa Milvus Redis Pinecone OpenSearch AWSGoogle ↗
OBSERVED
Amazon OpenSearch vector search performance latency benchmarks AWS 2025 2026Google ↗
OBSERVED
Qdrant AWS deployment latency benchmark vector search HNSW quantizationGoogle ↗
OBSERVED
Vespa vector search performance benchmark latency AWSGoogle ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 4 queries…
Searches and sources
ChatGPT4 real searches · gpt-6
2026 vector database benchmark latency Qdrant Vespa Milvus Redis Pinecone OpenSearch AWS Google ↗
Amazon OpenSearch vector search performance latency benchmarks AWS 2025 2026 Google ↗
Qdrant AWS deployment latency benchmark vector search HNSW quantization Google ↗
Vespa vector search performance benchmark latency AWS Google ↗
- Vector Database Benchmark: 7 Open-Source Engines for RAG · aimultiple.com
- Vector Database Benchmark 2026: Qdrant vs Pinecone vs Weaviate vs Milvus (Real Tests) · app.ailog.fr
- Vector Database Comparison 2026: pgvector, Pinecone, Qdrant, More · anthraai.com
- Vector search workload · docs.opensearch.org
- Benchmarking results for vector databases · redis.io
- AWS Prescriptive Guidance - Choosing an AWS vector database for RAG use cases · docs.aws.amazon.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 vector database benchmark latency Qdrant Vespa Milvus Redis Pinecone OpenSearch AWS OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Amazon OpenSearch vector search performance latency benchmarks AWS 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Qdrant AWS deployment latency benchmark vector search HNSW quantization OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Vespa vector search performance benchmark latency AWS OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |