Healthcare AI
Intelligent Implant Support System
AI-assisted clinical workflow for Avail Ortho (US), reducing surgical planning time for clinicians through X-ray segmentation.
DjangoPythonSQLiteJavaScriptBootstrap
40%
Efficiency
15%
Accuracy
Execution & Architecture
Context
Disconnected tools causing friction in manual orthopaedic planning.
The Challenge
Fitting AI predictions into trust-sensitive medical review loops.
Scale
5,000+ clinical cases.
Strategy & Safety
Constraints
- Privacy
- Sub-second review
- Clinical explainability
Key Tradeoffs
- Avoided service sprawl
- Favored reviewability over automation.
Structural Decisions
Human-in-the-loop
Kept surgeons in full control of AI outputs.
Modular Monolith
Prioritized iteration speed and data integrity.