A big reason AI tools disappoint families is that fatal cases are rarely “data-complete.” In Airmont, many serious incidents occur in familiar local patterns—commuter traffic, sudden speed changes, visibility issues at busy intersections, and mixed road users (drivers, cyclists, pedestrians, and delivery vehicles). Those facts matter because settlement value depends on liability evidence and causation.
An AI estimate typically can’t account for:
- How fault is likely to be argued under New York law, including whether multiple parties contributed to the fatal outcome.
- What the police report and witness statements actually say (and what they don’t).
- Whether video, vehicle data, or traffic timing evidence exists and is usable.
- The exact timeline from the incident to death—critical in medical causation disputes.
When families rely on a rough number too early, they may accept an offer before the case is properly developed.


