MassHealth eligibility lookups via the AI chatbot only matched existing patients on memberId+DOB, so patients imported from PDF extraction (which have a member ID but no stored birthday) were treated as new/unknown even though they already exist in the system. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>