If you’re implementing retrieval augmented generation (RAG), there’s one crucial component you might be missing: a reranking model. While vector similarity search has become the go-to method for retrieving relevant context, relying solely on similarity scores can lead to suboptimal results. Let me show you why reranking is not just an optional enhancement, but a […]
Creating a context-sensitive AI assistant: Lessons from building a RAG application
At Vectorize, we want to make it fast and easy for our users to create retrieval-augmented generation (RAG) pipelines to power their AI applications. We’ve tried to make it as intuitive as possible and continue to iterate on our user interface towards this goal. However, when you support dozens of integrations with third-party vector databases, […]
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