RAG, Citations & Confidence Bars: Safer Chatbots That Show Their Sources

RAG, Citations & Confidence Bars: Safer Chatbots That Show Their Sources

RAG, Citations & Confidence Bars: Safer Chatbots That Show Their SourcesEvert Vorster
Published on: 18/11/2025

Build chatbots your legal team (and customers) trust. This guide shows how to combine Retrieval-Augmented Generation (RAG), inline citations, and visible confidence bars—with fallbacks and audit trails wired into InOne CRM.

RAG chatbots, AI citationsconfidence score UX,WhatsApp chatbot safetyInOne CRM logging

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