Pinecone stores embeddings and retrieves them by semantic similarity, giving RAG systems access to private knowledge without fine-tuning a model. Its serverless tier is free to start and scales to billions of vectors for enterprise use, which has made it a foundational component behind a large share of production AI applications built since 2024.
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