CareFlow Remote Pregnancy Monitoring PoC
Michael Kulesza
CareFlow — Remote Pregnancy Monitoring PoC
Built an end‑to‑end proof of concept to validate remote pregnancy monitoring — a safety‑first patient flow and a clinician dashboard for triage and review.
CareFlow PoC walkthrough — end-to-end flow across patient and clinician personas
Project snapshot
Client: Research & clinical team, UK university
Timeline: 7 days build + 3 days validation
My role: End-to-end — from clinical context to demo-ready prototype
Stack: Notion (SSOT), Figma, Cursor (AI-assisted implementation)
📦 What I delivered
↗ Interactive dual-persona demo (patient → clinician handoff) — hosted for async review
↗ Structured knowledge base: personas, DoD, edge-case map, event model
↗ 3 validation iterations with stakeholder workshops → from assumptions to confirmed clinical rules
↗ High-fidelity screens for investor / pitch deck use
↗ Reproducible, resettable demo environment with scenario toggles
CareFlow patient app — home screen with session status and next steps
CareFlow patient app — measurement session in progress with safety gates
CareFlow clinician dashboard — patient queue with triage priority indicators
Key signal
AI-first workflow with explicit quality gates. Shipped a decision-grade PoC in 10 days — not a slideshow, a testable system.
Full case study
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Posted Feb 12, 2026
Developed an end-to-end PoC for remote pregnancy monitoring.
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Timeline
Nov 3, 2025 - Nov 17, 2025
