AI tools typically build a rough picture from categories like:
- past medical bills
- future treatment needs
- lost income
- non-economic impacts (pain, loss of enjoyment, emotional distress)
The problem is that medical malpractice isn’t a “plug-and-play” math problem. In practice, two cases with similar injuries can settle very differently depending on:
- whether the medical chart clearly supports causation
- whether a qualified expert can explain the standard of care breach
- how consistent the timeline is between symptoms, diagnostics, and treatment
In Covina, many residents rely on a mix of providers—urgent care, primary care, imaging centers, and specialists. When records are scattered across locations, the “inputs” to any calculator can be incomplete, which can shrink the estimate or skew the range.


