Multimodal Visual RAG: Combining Cloud Vision API & Gemini 2.5 for Visual Search

Turn product photography and complex CAD schematics into high-dimensional visual embeddings for browser-native shopping agents.

Text-only search fails when users search for aesthetic styles, industrial parts, or visual diagrams. By combining Google Cloud Vision API with Gemini 2.5 Flash Multimodal Embeddings, e-commerce stores and technical platforms can enable native visual discovery for both humans and AI shopping agents.