Most AI tools rely on generalized inputs and broad assumptions. In real Windsor cases, the same “type” of incident can produce very different results depending on local facts, including:
- Commuter-impact evidence: dashcam footage, traffic-signal timing, and witness placement along routes families use daily.
- Road conditions and visibility: weather effects common on Colorado schedules (fog, glare, wet pavement after storms).
- Multiple parties and overlapping duties: drivers, property owners, contractors, employers, and maintenance responsibilities can all overlap.
- Insurance posture: adjusters often treat fatal cases as high-stakes risk assessments, not “math problems.”
An AI estimate can’t review police narratives, reconstruct what happened, or evaluate how a defense will attack causation.


