Data-driven customer retention and churn analysis.

Suggested analysis flow: Start on the Churn Risk Plot tab to spot high-risk segments, then use KPI Tables and the Seasonal Product Heatmap to drill into details.

Heatmap settings
Choose 'Frequency' to see total number of transactions per season.
Seasonal & Product Type Heatmap
Trend settings
This plot uses dashboard filters or AI filtered data when AI checkbox is enabled.
Metric Trend Over Time
AI Analysis Settings
⬇️ Download Filtered Dataframe
AI Filtered Data
This table updates when you ask the AI to filter customers (e.g., 'show customers where...'). Pure summary questions may leave the table at the full dataset.