Pattern

Managed file-search RAG (OpenAI file_search, Gemini File Search, Bedrock Knowledge Bases)

Hand the whole retrieval stack to the model provider: upload files to a hosted store, and let the provider parse, chunk, embed, index, retrieve, and cite them when the model answers.

Classification Provider-hosted ingestion, chunking, embedding, and cited retrieval behind one API.

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