# Pinecone Upsert Example Requirements

# Pinecone vector database client
pinecone-client>=3.0.0

# OpenAI for embeddings
openai>=1.12.0

# Optional: Alternative embedding providers
# cohere>=4.45  # For Cohere embeddings
# sentence-transformers>=2.2.2  # For local embeddings
