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Enterprise RAG with Bailian and Vector Search

A developer builds a complete enterprise RAG system by using Bailian to orchestrate the knowledge base construction and retrieval pipeline logic, while leveraging the existing vector search infrastructure (OSS for raw document storage, OpenSearch for embedding model deployment and vector generation, Elasticsearch for scalable vector indexing and search) as the underlying storage and retrieval layer.

Products involved

Scenario

A developer builds a complete enterprise RAG system by using Bailian to orchestrate the knowledge base construction and retrieval pipeline logic, while leveraging the existing vector search infrastructure (OSS for raw document storage, OpenSearch for embedding model deployment and vector generation, Elasticsearch for scalable vector indexing and search) as the underlying storage and retrieval layer.

How the products combine

  1. bailian · bailian-build-system — — Build RAG knowledge bases and retrieval pipelines
  2. See bailian/bailian-build-system.

  3. es · es-deploy-application — Elasticsearch — Deploy a Retrieval-Augmented Generation (RAG) AI application
  4. See es/es-deploy-application.

  5. opensearch · opensearch-build-solution — OpenSearch — Build a Retrieval-Augmented Generation (RAG) solution
  6. See opensearch/opensearch-build-solution.

  7. es+opensearch+oss · vector-search-rag-pipeline-on-alibaba-cloud-96d675 — Vector Search RAG Pipeline on Alibaba Cloud
  8. See _combos/vector-search-rag-pipeline-on-alibaba-cloud-96d675.

Typical questions

FAQ

Q: How do I build an enterprise RAG system with Bailian and vector search on Alibaba Cloud? A: You can build an enterprise RAG system by using Bailian to orchestrate knowledge base construction and retrieval pipeline logic while leveraging Alibaba Cloud's vector search infrastructure as the underlying layer. This architecture typically integrates Bailian with Elasticsearch for scalable indexing, OpenSearch for embedding generation, and OSS for raw document storage.