Context snippets overview
Learn how Pinecone Assistant retrieves context snippets with relevancy scores and references for RAG applications and agentic workflows.
You can retrieve the context snippets that Pinecone Assistant uses to generate its responses. This data includes relevant chunks, relevancy scores, and references.
Use cases
Section titled “Use cases”Retrieving context snippets is useful for performing tasks like the following:
- Understanding what relevant data snippets Pinecone Assistant is providing to the LLM for chat generation.
- Using the retrieved snippets with your own LLM.
- Using the retrieved snippets with your own RAG application or agentic workflow.
SDK support
Section titled “SDK support”The Pinecone Python SDK and Node.js SDK provide convenient programmatic access to retrieve context snippets.
Pricing
Section titled “Pricing”Context retrieval usage is measured in tokens, similar to Pinecone Assistant. See Pricing for up-to-date pricing information.