Fairview is shaped by everyday commuting, dense residential streets, and heavy reliance on roads and crosswalks. When a fatal incident happens in a traffic pattern like this, the “typical case facts” that AI relies on can be misleading.
Common reasons estimates drift from reality include:
- Fault disputes: In New Jersey, liability can turn on how duty and breach are proven—not just on who feels responsible.
- Causation complexity: Even when the incident is clear, families still face questions about what contributed to the death and when.
- Insurance posture: Insurers may treat early claims differently depending on whether they believe fault is provable.
- Missing documentation: AI tools can’t see incident reports, medical records, maintenance logs, surveillance footage, or witness statements.
An AI tool may generate a “range,” but it can’t evaluate whether the defense will argue that the fatal outcome was caused by something other than the wrongful act.


