Inspiration
1 in 5 hospital patients are readmitted within 30 days of leaving the hospital, and Medicare has been fining hospitals for it since 2012. The fix is obvious: just call patients after they leave. After discharge, someone still needs to Identify patients who need follow-up.
What it does
Aftercare monitors patients after a patient leaves the hospital, through scheduled voice calls — just a phone call. Calle-e does outbound calling thru a agent Mcp . Call-e transcripts the conversation in real time, on each call, agentic workflows plans the call based on medical operation. Aftercare automatically schedules and conducts follow-up calls, adapts the conversation to the patient's discharge instructions, detects concerns, flags who needs tobe reseen, retries unanswered calls, and escalates cases to human staff. every patient call results in the dashboard with a transcript.
How we built it
Cloud run + agent Call-e mcp — outbound voice calls , end call transcription gemini and call-e, conversation agent plan call and run call.
Challenges we ran into
deploy agent docker image to endpoint , connecting to voice agent api
Accomplishments that we're proud of
A working prototype with a full frontend. backend on cloud run deployed
What we learned
After discharge, someone still needs to Identify patients who need follow-up.Gemini 3.5 Conversation for health patients with AI .

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