Most AI tools estimate value using simplified inputs like injury severity, time to recovery, and medical expenses. That can be helpful as a starting point—but it often falls apart when a case depends on details such as:
- How quickly a problem should have been recognized in the specific clinical setting
- Whether discharge instructions and follow-up were appropriate (and followed)
- Whether test results were acted on promptly and correctly
- Whether a provider’s decision matched the standard of care for the situation
In real claims, the strongest evidence isn’t the injury description—it’s the timeline: what symptoms were documented, what the provider did (or didn’t do), what was ordered, and when the harm became medically inevitable.


