Many AI tools are trained on generalized patterns. In Auburn, that can be a problem because workplace injuries often come with details that don’t “average out,” such as:
- Different shift patterns (night work, rotating schedules, overtime)
- High physical demands (lifting, ladders, repetitive strain, equipment work)
- Commute and scheduling realities that affect follow-up visits and documentation
- Employer/insurer expectations around returning to work quickly
When the estimate tool doesn’t understand your actual job duties and restrictions, it may undervalue or overvalue key pieces—especially wage impact and future treatment.


