AI tools typically work from simplified inputs—like the type of injury, length of recovery, and broad categories of damages. That can be helpful for education, but it often fails to capture the details that drive outcomes in California medical negligence cases.
In practice, valuation hinges on questions like:
- What exactly went wrong (and what the medical record shows at each step)
- Whether the provider’s conduct fell below the standard of care for the circumstances
- Whether the mistake caused your harm, rather than an unrelated progression of disease
- How your life was affected, including whether you can return to work on the same timeline
Because AI doesn’t review charts, imaging, or expert opinions, a “range” can look confident while actually being based on assumptions that don’t match your case.


