AI tools typically work by taking the information you enter and mapping it to generalized categories like medical bills, future care, and non-economic harm. The problem is that legal settlement value depends on proof issues that AI forms can’t fully capture.
In practical terms, the biggest reasons an AI estimate may be off include:
- Gaps or inconsistencies in the medical timeline (common when care is spread across multiple providers or facilities)
- Pre-existing conditions that defense counsel may argue were the true cause
- Documentation quality, such as whether follow-up notes, imaging reports, or progress notes clearly support causation
- How long symptoms persisted and whether the deterioration is consistent with medical reasoning
When you’re dealing with a case tied to treatment in busy healthcare settings, even small record details can shift the negotiation posture.


