Many AI tools work best when cases are truly comparable. In practice, West Linn claims often differ in ways that matter:
- Different work environments: Warehouse, construction, maintenance, and service roles may involve repetitive strain, awkward lifting, or job-site hazards that aren’t obvious from a diagnosis alone.
- Commute and schedule effects: Treatment appointments, work restrictions, and missed shifts can create wage loss patterns that don’t line up with the “standard” assumptions many calculators use.
- Documentation gaps: Oregon insurers look closely at whether symptoms were reported consistently and whether restrictions were documented by the treating provider.
An AI estimate may output a range, but it’s typically built on broad patterns—not the evidence that will be reviewed in your file.


