AI tools typically work from generalized inputs: the type of injury, how long recovery took, and the kind of damages people commonly claim (medical bills, lost wages, pain and suffering).
The problem is that a real case isn’t built from categories—it’s built from evidence.
In Alpena-area matters, that evidence often hinges on details such as:
- whether the provider documented symptoms and risk factors clearly
- whether imaging/labs were ordered and interpreted correctly
- whether referral and follow-up happened when it should have
- whether a patient’s worsening was recognized in time to prevent escalation
An AI calculator can’t reliably weigh those facts, because it can’t review the chart, the diagnostic reasoning, or the expert opinions that Michigan juries and insurers tend to expect.


