When an e-commerce customer asks for something like 'women's black shoes with red details,' naive chatbots often struggle to apply multiple color filters simultaneously. In this post, learn how to build a more advanced AI agent using Python, Pinecone and LlamaIndex, complete with metadata filtering and real-world code examples to handle multi-color product queries seamlessly.