AI tools typically work by taking a few inputs (injury type, severity, length of recovery) and producing a broad range. In real Dunmore-area cases, settlement value is usually driven by factors that aren’t captured by a form:
- Whether the medical record supports a clear timeline of symptoms, testing, treatment, and deterioration
- Whether experts can explain the deviation from the standard of care in plain terms
- Whether causation is persuasive (that the provider’s actions—not the natural course of illness—caused the harm)
- What damages are provable, not just possible (bills, wage loss, functional limits, future care)
In Pennsylvania, negligence claims also live or die on evidence and credibility. An AI estimate may suggest “high” or “low” value based on general patterns, but adjusters and defense attorneys focus on what can be shown in the chart and supported by expert review.


