Clinlux

Giving Time Back to Care

Challenge

Swiss healthcare institutions face a dual problem: clinical guidelines become outdated because no team can monitor the vast landscape of medical research, regulations, and professional recommendations — and even when guidelines are current, finding the right information means clicking through folder hierarchies and searching PDFs.

Solution

Built a full-stack platform with six integrated views: a conversational RAG interface with streaming responses and full citation transparency, a searchable guidelines library with evidence chains, a validation queue where experts review AI-proposed changes with side-by-side diffs, a personalized updates feed with role-based relevance scoring, a learning dashboard tracking professional development, and a feedback system that closes the loop between frontline practice and guideline quality.

Result

Healthcare professionals get instant, cited answers through natural conversation, stay current through personalized update feeds, and contribute to guideline quality through structured feedback. The validation workflow ensures every AI-proposed change is expert-reviewed before adoption, maintaining the trust chain that healthcare demands.

Key Highlights

  • Conversational RAG with Citations

    Streaming chat with hybrid retrieval (vector + keyword search) and full citation transparency, so every answer is traceable to its source guideline with evidence chains.

  • Automated Monitoring & Validation

    AI monitors medical literature and proposes guideline changes. Experts review proposals with side-by-side diffs in a structured validation queue before adoption.

  • Personalized Learning & Updates

    Role-based updates feed with relevance scoring, a learning dashboard tracking professional development, and a feedback system closing the loop between practice and guidelines.

Screenshot of the Clinlux institutional knowledge platform for healthcare

Technology Stack

Backend
FastAPI
Python
ChromaDB
Pydantic
AI
OpenAI GPT-5
text-embedding-3-small
RAG Pipeline
Frontend
React 18
TypeScript
Vite
Tailwind CSS
Framer Motion
Architecture
Event-Driven Streaming
Hybrid Search
Zustand
UI
Radix UI
Lucide React
Responsive Design