Seamless Continuity Between Local and Cloud AI for Maximum Resilience

In real-world clinical settings, network availability is never guaranteed — and neither should triage reliability be.
ERTRIAGE’s hybrid AI deployment architecture intelligently fuses the strengths of both on-device and cloud-based inference,
ensuring uninterrupted triage functionality regardless of connectivity conditions or infrastructure failures.

The hybrid mode enables ERTRIAGE devices to perform AI triage locally by default, while dynamically switching to cloud-based AI
when high-speed connectivity is available. This design allows for seamless user experience, uninterrupted triage operations,
and continuous alignment with enterprise-wide model updates.

Key Functional Capabilities

• Dynamic switching: Auto-selects cloud or local model based on latency, connectivity, and server health
• Failover protection: Cloud-down? The local AI engine takes over with no interruption in service
• Model sync: Cloud-deployed models periodically synchronize to local cache for offline availability
• Configurable modes: Facility admins can set default preference (cloud-first or offline-first)

Benefits of Hybrid AI Deployment

• Uninterrupted Triage: Maintains operational continuity in unpredictable environments
• Clinical Safety: Eliminates delays in high-acuity cases during outages or poor bandwidth scenarios
• Adaptive Performance: Ensures optimal inference speed depending on resource conditions
• Governance Control: Enables centralized policy enforcement while preserving frontline autonomy

Operational Scenario

In a regional hospital network, an ERTRIAGE-enabled device performs triage locally during a network outage caused by a flood.
When connectivity is restored, the system automatically reconnects to the cloud model, syncs any missing metadata, and resumes real-time dashboard reporting.
No patient assessments were delayed or lost — demonstrating true resilience through hybrid design.

The hybrid deployment mode is ERTRIAGE’s gold standard for real-world readiness — ensuring AI triage availability
in every environment, from urban trauma centers to disconnected field units.