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Government/Defense Health

Clinical Documentation Mobile App for Defense Health

Delivered a 3-month Flutter/Dart proof of concept for defense healthcare encounter capture, audio transcription, and review workflows.

Small cross-functional team team members
Government/Defense Health
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Project Overview

Defense healthcare teams must document care while supporting readiness and mission continuity across both connected facilities and lower-connectivity field settings. This project tested whether a focused, practical mobile approach could reduce documentation burden within a 90-day SBIR Phase I period.

The team delivered a compact workflow centered on encounter capture and review. A provider could start recording or select encounter content, assign a meaningful job name, upload to processing, track status in clear states, retrieve transcripts, and review generated summaries.

The mobile application was built on Flutter and Dart to maintain a single codebase for mobile delivery and preserve long-term extensibility to web and future desktop environments. That cross-platform foundation reduced duplicate implementation while still enabling a mission-focused provider workflow.

The proof-of-concept architecture remained intentionally modular. The app interacted with backend services through API endpoints for authentication, upload, status checks, transcription retrieval, and summary generation instead of embedding model-specific logic. This separation kept the client adaptable as transcription, summarization, and deployment choices evolve.

The project also modeled operational realism. Encounter metadata, workflow state, and status transitions were treated as explicit app state so providers could quickly identify whether a job was recorded, uploading, processing, or complete. This avoided ambiguity and reduced friction at the point of care.

To support future healthcare environments, the architecture included environment-specific configuration and structured output patterns for later integration work. It creates a practical path toward stronger security controls, role-based access, auditability, and standards-aware exchange.

The result is a realistic SBIR Phase I foundation: a usable mobile documentation assistant that avoids the common pitfalls of a throwaway demo while remaining focused on future enterprise-grade integration.

Key Challenges

  • Clinical documentation consumed provider time during active care and mission operations.
  • Mobile design had to remain simple enough for real users while preserving structure for enterprise integration.
  • Feasibility had to be demonstrated in a compressed 3-month SBIR Phase I window.
  • Security, compliance readiness, and future interoperability needed to be represented in the foundation without overbuilding.

Technologies & Solutions

Flutter and Dart for cross-platform mobile development Flutter state management for explicit workflow states (recording, upload, processing, completion, error) GoRouter-based navigation for provider flow between login, recording, and review screens Local persistence patterns for encounter metadata and workflow continuity API-first backend architecture for authentication, upload, status polling, transcript retrieval, and summaries FastAPI-style modular backend integration for asynchronous processing jobs Audio upload and job-based processing model Cloud transcription and summarization pipeline abstraction FHIR-aware integration concepts for future system-of-record handoff Environment configuration for development, test, and production parity

Key Metrics

Completed a functional mobile proof of concept within 3 months
Delivered end-to-end encounter capture, processing, and review flow
Established state-based mobile workflow for clearer provider status awareness
Created a modular client/server separation that avoids AI model lock-in

Results & Impact

Proved a practical mobile-first clinical documentation workflow within a compressed SBIR Phase I window while preserving a path toward secure backend and systems-of-record integration.

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