Manville residents often work in jobs where schedules can be fast-paced and physically demanding—warehouse, logistics, trades, manufacturing support, and other settings where injuries may be reported under pressure. That environment can lead to common issues that AI tools can’t properly “see,” such as:
- Delayed or inconsistent follow-up after the initial injury report
- Gaps in restrictions (for example, returning to light duty before a provider clearly documents limitations)
- Unclear wage records tied to shift timing, overtime, or changing hours
AI-driven estimates frequently assume clean timelines and consistent documentation. In New Jersey, those assumptions can be wrong—and when the file doesn’t match the pattern, the insurer’s valuation may diverge from the AI range.


