A bilingual (English / Tagalog) RAG chatbot for a (Car Manufacturer) Philippines’ HR team — employees ask about leave, holidays, and holiday pay in either language and an n8n workflow retrieves grounded answers from an HR knowledge base embedded in a Supabase vector store, powered by Google Gemini and Vertex AI embeddings.