Many AI tools work from averages. Ankeny cases rarely follow averages.
For example, fatal incidents tied to commuting routes, school traffic, and shifting traffic patterns often involve details that won’t fit a generic model:
- timing and visibility (day vs. night, weather, lighting)
- vehicle speed and braking data
- lane design, turning movements, and whether warning signals functioned
- whether evidence was preserved quickly after the incident
When those facts are missing or disputed, an automated “range” can be misleading—sometimes by a lot.


