Ann Arbor traffic can look straightforward until you’re in it. Riders often face fact patterns that complicate valuation:
- High pedestrian and cyclist activity near downtown and campus areas can trigger disputes about visibility, right-of-way, and reaction time.
- Construction and changing lane patterns can affect how drivers “should have” seen a motorcycle and whether the roadway presented hazards.
- Seasonal weather shifts (freeze-thaw conditions, wet pavement, glare) can influence braking distance and injury documentation.
AI tools generally don’t know the specifics of your route, lighting conditions, or what witnesses observed. In practice, those details can influence fault arguments and how insurers view causation—two drivers of settlement value in Michigan.


