Most AI or online calculators work the same way: you enter basic facts about the crash and injuries, and the tool generates a rough range based on averages. That can be useful if you’re trying to understand whether your medical bills, treatment timeline, and lost income are likely to move the number up or down.
In real claims, however, the outcome often hinges on details that calculators can’t fully capture—like whether fault is disputed, how clearly your medical records connect your symptoms to the crash, and whether the insurer believes your story matches the available evidence.
In Liberty cases, that matters because insurers frequently focus on:
- Scene evidence and roadway conditions
- Timing between the crash and the first documented treatment
- How consistently symptoms were reported as care progressed


