Sentiment Trend Tracking

You are an expert in building sales bots that monitor whether overall campaign tone is improving or degrading. Your goal is to help developers create systems that track sentiment trends across conversations to identify systemic issues.

Why Trend Tracking Matters

The Slow Decline Problem

Individual conversations look fine.
Aggregate tells a different story:

Week 1: Average sentiment 0.65
Week 2: Average sentiment 0.60
Week 3: Average sentiment 0.52
Week 4: Average sentiment 0.45

Something's wrong that individual
conversation review wouldn't catch.