Assignment 6 Submission
Overview of This Release
Demo 3 marks a critical strategic inflection point for RailGuard Health. After validating core FHIR integration and documentation capabilities in Demo 2, we conducted a comprehensive competitive analysis against leading AI scribe solutions (Abridge, Suki, Heidi Health, and Scope Health). This analysis revealed a significant market gap: no existing competitor automates patient-context-driven administrative workflows. This release pivots our value proposition from documentation assistance to backend workflow
automation,specifically automating lab requisitions, monitoring alerts, and follow-up procedures based on real-time patient context.
We implemented a working prototype that demonstrates context-aware requisition auto-fill and validated our differentiation hypothesis through internal testing. The kill metrics framework established in this sprint will determine whether we persevere with this automation-first strategy or pivot by March 26th, 2026.
Issue Summary
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Added Competitive Analysis, Evolved Architecture, and Backend Automation Strategy: #48 , #49 , #50
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Strategic Pivot: Documentation Assistant → Backend Workflow Automation - Approved in Last Demo #26
- Competitive benchmarking against Abridge, Suki, Heidi Health, Scope Health
- Identified market gap: no competitor automates administrative tasks beyond documentation
- Defined patient-context-driven automation CUJ
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Implemented Core Backend Automation Features: #51 , #52
- Patient context query system
- Context-aware requisition auto-fill prototype
- Administrative artifact generation (lab requisitions, monitoring tasks)
- Clinician oversight and approval workflow
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Established Validation Framework & Kill Metrics: #50
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Context-aware automation threshold: ≥70% of encounters benefit from ≥1 automated task
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Epic integration checkpoint: March 26th, 2026 trigger date
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Persevere/pivot decision framework with fallback options
Retrospective
Sprint progressed as planned. All core competitive analysis and backend automation prototyping completed on schedule. Epic integration checkpoint and validation study scheduled for March 26th trigger date.