Semantic search

Implement semantic search with Pinecone in minutes over a simple translation dataset

Pinecone Integrated InferenceHugging Face Datasetsllama-text-embed-v2

Reranking search results

Use Pinecone's reranking feature to enhance the accuracy of search results.

Pinecone Inferencebge-reranker-v2-m3

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Retrieval-augmented generation (RAG)

RAG with hybrid search and Claude

Implement simple retrieval-augmented generation with hybrid search and Anthropic's Claude models

claude-3-5-haiku-latestllama-text-embed-v2pinecone-sparse-english-v0Dense IndexesSparse IndexesHybrid Search

RAG with LangChain and OpenAI

Learn how RAG can be used with Pinecone to reduce hallucinations, by grounding responses using our own release notes

gpt-4o-minitext-embedding-3-smallOpenAILangChain

RAG with cascading retrieval and OpenAI

Investigate research papers by implementing cascading retrieval, then pass results to OpenAI to generate answers

gpt-4o-minillama-text-embed-v2pinecone-sparse-english-v0Dense IndexesSparse IndexesCascading Retrieval

Retrieval Agents with Pinecone Assistant, LangChain and LangGraph

Create a study guide generator using agentic retrieval and the Pinecone Assistant Context API

gpt-4o-minigpt-4.1LangChainLangGraphAgentic RetrievalStructured Generation

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Miscellaneous

Import from object storage

Import records from Parquet files in Amazon S3 bucket into a serverless index.

Amazon S3

Semantic search

Implement semantic search with Pinecone in minutes over a simple translation dataset

Pinecone Integrated InferenceHugging Face Datasetsllama-text-embed-v2

Reranking search results

Use Pinecone's reranking feature to enhance the accuracy of search results.

Pinecone Inferencebge-reranker-v2-m3

​
Retrieval-augmented generation (RAG)

RAG with hybrid search and Claude

Implement simple retrieval-augmented generation with hybrid search and Anthropic's Claude models

claude-3-5-haiku-latestllama-text-embed-v2pinecone-sparse-english-v0Dense IndexesSparse IndexesHybrid Search

RAG with LangChain and OpenAI

Learn how RAG can be used with Pinecone to reduce hallucinations, by grounding responses using our own release notes

gpt-4o-minitext-embedding-3-smallOpenAILangChain

RAG with cascading retrieval and OpenAI

Investigate research papers by implementing cascading retrieval, then pass results to OpenAI to generate answers

gpt-4o-minillama-text-embed-v2pinecone-sparse-english-v0Dense IndexesSparse IndexesCascading Retrieval

Retrieval Agents with Pinecone Assistant, LangChain and LangGraph

Create a study guide generator using agentic retrieval and the Pinecone Assistant Context API

gpt-4o-minigpt-4.1LangChainLangGraphAgentic RetrievalStructured Generation

​
Miscellaneous

Import from object storage

Import records from Parquet files in Amazon S3 bucket into a serverless index.

Amazon S3