Stream Processing Architecture
The Real-Time Engine is built on an event-driven, stream-processing architecture. Every data point, whether a vital sign, a laboratory result, or a medication event, triggers immediate analysis.
Unlike batch systems that analyse data overnight, the engine acts in the moment, detecting deterioration as it begins rather than after the window for intervention has closed.
- Event-stream processing at full hospital scale
- Complex event processing for multi-parameter clinical rules
- Sub-hundred-millisecond delivery from detection to notification
- Stateful processing for longitudinal patient trend analysis
Early Warning for Every Ward
The early-warning system calculates deterioration scores for every patient on every ward continuously, not only in intensive care. The right clinician is alerted the instant a score crosses its threshold.
This continuous vigilance ensures that no patient is overlooked during busy shifts, even on general wards with high patient-to-nurse ratios.
- Deterioration scoring with predictive uplift beyond standard scores
- Configurable thresholds by ward, patient group, and shift
- Escalation from nurse to registrar to consultant with tracking
- Trend visualisation for bedside, desktop, and mobile review
Applications in Clinical Practice
Detection of cardiac-arrest precursors hours before onset.
Automatic activation of response teams when scores breach thresholds.
Detection of occlusion and rate deviation in real time.
Continuous monitoring of surgical patients with immediate alerts.
Priority alerts delivered to the right clinician with acknowledgement.
Live capacity, flow, and bottleneck data for decisions.
Deploy Real-Time Engine in Your Hospital
Contact Eeswar Makineni to explore how this capability can transform your hospital.