An AI estimate usually works like this: you enter details about your injury, treatment, and work impact, and it returns a rough range based on patterns it’s learned from other cases.
Where AI estimates help:
- They can highlight which facts usually matter (diagnosis, treatment duration, work limitations).
- They may help you recognize gaps in your own documentation.
Where AI estimates often fall short:
- California workers’ comp outcomes hinge on specific medical findings and how consistently they’re recorded.
- The value can change depending on whether your claim is accepted quickly or becomes contested.
- An AI tool can’t predict how disputes like causation, maximum medical improvement (MMI), or the credibility of restrictions will play out.
If you’re searching for an AI tool because you feel pressure to respond to the insurer, keep in mind: a quick “range” doesn’t equal a defensible settlement number in your file.


