LlamaIndex vs Amazon Bedrock Knowledge Bases

Side-by-side from the Top 11 ranking of The 11 Best RAG Frameworks (2026). Last verified May 31, 2026.

The short answer

LlamaIndex ranks higher on Top 11 (#2 vs #7) for Developers shipping RAG pipelines into production. A data-centric framework excelling at advanced indexing and retrieval strategies for high-accuracy RAG.

At a glance

LlamaIndexAmazon Bedrock Knowledge Bases
Top 11 rank#2 / The 11 Best RAG Frameworks (2026)#7 / The 11 Best RAG Frameworks (2026)
Score (out of 9.4)9.28.1
Best forBest for data-centric RAGManaged RAG on AWS
PricingFree (Open Source)Usage-Based
HQSan Francisco, USASeattle, USA
Founded20222023

LlamaIndex

A data-centric framework excelling at advanced indexing and retrieval strategies for high-accuracy RAG.

www.llamaindex.ai/

See full entry in The 11 Best RAG Frameworks (2026)

Amazon Bedrock Knowledge Bases

A fully managed service for building RAG applications, tightly integrated with AWS data sources and models.

aws.amazon.com/bedrock/knowledge-bases/

See full entry in The 11 Best RAG Frameworks (2026)

Methodology and scoring weights live at /methodology. No vendor pays for placement — see about.