- A long-running ad gets more weight than a one-day experiment.
- A promotion only matters if the competitor is nearby, service-overlapping, and likely to pull the same client.
- Search demand changes are treated as relative signals, not exact client counts.
- Recommendations are ranked by likely revenue impact, margin risk, and ease of execution.