Can prompt caching tame RAG costs without sacrificing accuracy?

TL;DR

Prompt caching can significantly reduce costs associated with retrieval-augmented generation (RAG) applications while maintaining accuracy, addressing common pitfalls in production environments.

Key Takeaways

• Implement asynchronous data ingestion to avoid timeouts.
• Use micro-batching to optimize processing of large documents.
• Adopt serverless namespaces for secure multi-tenancy.
• Utilize infrastructure-level prompt caching to reduce costs.