AI tools typically work by taking your inputs—diagnosis, missed time, treatment history, and wage information—and comparing them to patterns seen in other cases. The problem is that Cleveland claims often hinge on details that generic models don’t “see.”
Common valuation gaps we see include:
- Light-duty and commute realities aren’t reflected: If your restrictions prevent you from performing essential duties (or you can’t reliably commute to assigned work), insurers may still argue you could have returned to work sooner.
- Ohio medical documentation issues: The quality and timing of treatment notes matter. An estimate may assume your condition improved the way “similar cases” did—even when your timeline doesn’t match.
- Wage impact is incomplete: If your earnings included overtime, shift differentials, or irregular schedules, an AI calculator may use a simplified wage picture rather than the actual payroll record.
- Dispute posture is ignored: If your claim is contested—about causation, the incident description, or the extent of impairment—the settlement range can shift dramatically.
The result is that an AI range can feel reassuring while leaving out the factors that actually drive negotiation in Ohio.


