An AI estimate typically works like this: you enter a few facts (injury date, body part, treatment), and the tool produces a rough range based on generalized outcomes.
That can be misleading for Ridgewood residents because many workplace injuries here involve predictable but complex daily realities—examples include:
- Commuter-time and schedule changes: missing work can be tied to shift timing, overtime, or the way you commute to reach multiple job sites.
- Suburban job duties: “light duty” might still include real physical demands (carrying items, loading/unloading, standing for long periods) that don’t match what an AI tool assumes.
- Pedestrian/retail-adjacent workplaces: some injuries occur in environments with frequent foot traffic, which can affect how incident details are documented and contested.
AI tools don’t review New Jersey medical records, restrictions, or the specific wage documentation an insurer will rely on. So the “number” can look confident while ignoring the details that actually move the case.


