Document summaries
Generate reviewable summaries from uploaded documents.
STUDIO BUILD / AI / Healthcare Workflow
MedAssist AI
An AI-assisted document workflow concept for summarization, structured extraction and searchable clinical operations context.
PORTFOLIO TYPEVibecoading studio build
INDUSTRYHealthcare Operations
COMPLETEDApr 2024
TIMELINE12 weeks
PROJECT OVERVIEW
MedAssist AI is a privacy-conscious studio concept demonstrating how AI can support document-heavy healthcare administration without using real patient data in the showcase.
Studio BuildStudio ConceptHealthcare Operations5 person team
TECHNOLOGY STACK
Next.js
Python
FastAPI
OpenAI
PostgreSQLTOOLS & DELIVERY
Next.jsPythonFastAPIOpenAIPostgreSQLFigmaGitHubPostmanVercelDockerLLM Playground
DELIVERABLESProduct strategyUX / UI designResponsive product flowsAdmin operationsData modelIntegration boundariesQA matrix
PLATFORMSWebResponsive
PRODUCT FEATURES
Designed around real jobs, states and decisions.
Data extraction
Structure important fields for human verification.
Searchable records
Find reviewed information without scanning whole documents.
Human review
Keep confirmation and correction inside the workflow.
THE BUILDFrom friction
From friction
to working system.
MedAssist AI is a privacy-conscious studio concept demonstrating how AI can support document-heavy healthcare administration without using real patient data in the showcase.
DISCIPLINESProduct strategyUX / UI designSystem designFrontend prototypeBackend architectureQA planning
SERVICES PROVIDEDAI / Healthcare WorkflowFull-stack engineeringHealthcare Operations
Challenge
Healthcare administration involves dense documents and repeated manual extraction of operationally useful information.
Solution
We designed a human-in-the-loop workflow for document upload, summary generation, structured extraction and review before information is accepted.
Result
The concept demonstrates a safer pattern for AI-assisted document operations where human review remains explicit.
SYSTEM ARCHITECTURE
The product is more than its screens.
Interface, application logic, data boundaries and operational controls are designed as one system.
Experience layer
Responsive interfaces, interaction states and role-aware navigation designed around the primary user workflow.
Application layer
Business rules, validation, orchestration and permission checks separated from presentation concerns.
Data & integration layer
Structured persistence, third-party APIs, background tasks and integration boundaries with explicit failure handling.
Operations layer
Admin controls, observability, auditability and release tooling so the product can be operated after launch.
PRODUCT SCREENS
Five views of the product system.
Original Vibecoading interface visuals created for this case study: overview, workflow, analytics, detail and responsive states.
DELIVERY PROCESS
How the system gets shaped.
Discover
Map the real workflow, user roles, constraints and success criteria before adding features.
Prototype
Design the smallest useful experience and validate navigation, states and information hierarchy.
Engineer
Build frontend, backend, data model, access controls and integrations as one system.
Verify
Test happy paths, error states, permissions, responsive behavior and release readiness.
Measure
Instrument meaningful events and use real feedback to choose the next valuable improvement.
HAVE A SIMILAR WORKFLOW?
We can turn it into a product system.
Bring the messy process, product idea or operational problem. We will help shape the useful core, the interface and the system underneath it.
Start a project ↗