Outline

• The promise of RAG vs. what actually happens in real orgs
• Common failure modes: hallucinations, brittle pipelines, unclear ownership
• Case vignette (anonymized)
• Your framework for building robust RAG systems (tooling + org process)
• Conclusion: “Trustworthy AI is not plug-and-play”