
Systems and Operational AI: 3-5 Year Outlook
Smart hospitals and health system transformation
Smart Hospital Operations
- European hospitals will increasingly adopt "smart hospital" solutions
- By 2028, many facilities will use AI for:
- Real-time bed management dashboards
- Predictive staffing based on forecasted patient volumes
- Intelligent supply chain and inventory management
- Automated billing and coding with near-zero manual intervention
- AI-driven scheduling will handle most outpatient bookings and OR scheduling
- These improvements will help hospitals cope with staff shortages
- McKinsey estimates generative AI could add up to 3% productivity growth annually in European healthcare by 2030
Data Sharing and Collaboration Growth
- European Health Data Space implementation (2025-2026) will enable cross-country data sharing
- More consortia of hospitals will pool data to train better AI models
- EU investment (€1 billion per year in AI) will continue to fund healthcare innovation
- TEF-Health initiative will create testing environments for clinical AI
- Public-private partnerships will accelerate translation from research to practice
Regulatory and Training Advancement
- EU AI Act full implementation around 2025-2026
- Development of an "EU AI Trustmark" certification for healthcare AI
- Incorporation of AI training in medical and nursing education
- Hospital staff will routinely attend AI-upskilling programs
- Some hospitals will create Chief AI Officer roles or dedicated AI committees