A practical guide for PMs to move beyond vibe‑based AI quality with rules, evolving evaluation datasets, LLM judges, and real‑world feedback loops you can trust. Over the past two years, Confluence Whiteboards has launched multiple AI features, including our latest work for the ability to create and edit Confluence content with Rovo.