Louisville sits close to major commute corridors and growing residential areas. In practice, that means motorcycle crashes frequently involve time pressure and incomplete information:
- Short reaction time at intersections during commute peaks
- Lane-splitting or close-pass misunderstandings (even when riders believe they were lawful)
- Construction zones and changing traffic patterns along nearby routes
- Traffic dashcam/video coverage that may be overwritten quickly
Because of that, two riders with similar injuries can end up with very different outcomes—often based on which side can prove the crash story. An AI estimator can’t “see” the difference between a well-supported liability case and a disputed one.


