Pinecone KNN and OpenAI

How much does pinecone KNN help with generative Open AI output? It seems Open AI does generate answers given a context so where exactly does pinecone help?

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for answers where you need specific details (like with precise, technical question), pulling in the context using Pinecone for these types of questions helps OpenAI a lot, otherwise the answers are quite random