This is an important shift. Dashboards show what happened, while conversation analytics explain why. Topic trends and sentiment reveal recurring customer pain points that traditional KPIs may miss. Repeated negative feedback on the same topic signals where to improve the AI’s knowledge, instructions, or workflows. The best AI support reviews combine both: dashboards to measure performance and conversation analytics to identify improvements.