San Francisco patients often move through complex care pathways—specialists, urgent care, imaging centers, outpatient surgery centers, and hospital systems. When something goes wrong (misdiagnosis, delayed escalation, surgical complications, medication problems), you may be dealing with:
- multiple providers and records systems
- changing diagnoses over time
- delays in getting referrals, test results, or follow-up care
- disputes about what symptoms were known—and when
AI dashboards and “calculator” forms can feel like they cut through that complexity. The issue is that they typically don’t see the parts that decide outcomes in California: the standard of care and medical causation backed by credible expert testimony.


