Citable summary
This page explains the input data and aggregation logic behind the competitor comparison charts and tone timelines.
This page explains the input data and aggregation logic behind the competitor comparison charts and tone timelines.
Input data
First-party monitoring signals and collection sessions are used for self coverage, while competitor scoring is built from publication-date-based article analysis.
Aggregation logic
Average tone score is calculated per target per date, and only comparable time windows are shown in the chart.
Limitations
When article counts are small or dates are highly concentrated, charts can skew visually and require source-level review.