AI tools can be useful as a starting point, but they’re built from generalized patterns—not your records. In real Cloquet cases, small factual differences can swing valuation because they affect causation and future care.
Common reasons AI estimates drift from reality include:
- Winter impact details: speed, visibility, and road condition factors can change how liability is argued.
- Functional injury picture: spinal cord injuries aren’t just “diagnosis names”—the day-to-day abilities (transfers, bladder/bowel management, skin risk, breathing support) drive future cost.
- Evolving prognosis: insurers often resist higher numbers until maximum medical improvement or a credible life-care timeline is documented.
Instead of treating a calculator output like a promise, use it as a checklist for what your file must include to support a fair settlement.


