Stephanie Spanjian

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    stephanie-spanjian-ai-knowledge-agent-rag-aws-bedrock
    2/2026

    RAG on a Budget: How I Replaced a $360/Month OpenSearch Cluster with S3 and In-Memory Search

    AI
    AI Infrastructure
    Amazon Bedrock
    +25

    There's a version of this post where I start with the cost savings and you click away satisfied. But the more interesting story is the series of architectural decisions — some deliberate, some forced — that got me from "let's build this properly" to a production RAG system running for about $1 a month. This is that story.

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