AI tools often work by taking a few inputs (injury type, recovery length, medical bills) and producing a rough range. That can be helpful for understanding categories of damages.
What it can’t do is account for the factors that actually drive valuation in California malpractice claims, such as:
- Proof of negligence (what the provider should have done under the accepted standard of care)
- Medical causation (whether the care at issue truly caused the harm, not just coincided with it)
- The strength and organization of your records (charts, imaging, follow-up notes, medication logs)
- How well the long-term impact is documented (limitations, therapy needs, functional change)
If you’re tempted to “optimize” your story to match an AI range, don’t. Instead, use the AI output as a prompt to gather better information for a lawyer.


