Deployed Systems
Problem
Risk signals scattered across disconnected data sources — no unified view of exposure in real time.
System
Multi-source data fusion layer with a continuous risk-scoring model. Outputs structured alerts to decision interfaces.
Outcome
Real-time risk visibility across 14 data domains. Decision latency reduced from hours to minutes.
Problem
Patient flow modelling relied on static forecasts. Acute load events overwhelmed manual coordination.
System
Dynamic demand-forecasting pipeline with automated escalation routing and capacity rebalancing logic.
Outcome
Forecast accuracy improved by 34%. Escalation response time reduced by 61%.
Problem
Unplanned asset downtime causing cascading production disruption. Existing schedules were time-based, not condition-based.
System
Sensor integration layer feeding anomaly-detection models. Maintenance triggers issued to operational queues automatically.
Outcome
Unplanned downtime reduced by 48% within 90 days. Maintenance cost per asset down 22%.
Problem
Inventory allocation was static. Route planning lagged actual conditions by hours, causing compounding inefficiencies.
System
Live inventory state integrated with dynamic route optimisation. Adjustments propagated through the fulfilment layer in real time.
Outcome
On-time delivery rate up 19%. Inventory holding cost reduced 28% in pilot region.
Problem
Public service demand was reactive — demand spikes were addressed after the fact, not anticipated.
System
Longitudinal demand modelling across 6 service categories. Forecast outputs integrated into resource allocation workflows.
Outcome
Proactive resource deployment in 73% of demand-spike events. Service continuity maintained under 3× normal load.
Problem
Editorial teams lacked structured signal on content performance and audience alignment. Decisions made on gut feel and lagging metrics.
System
Real-time content signal pipeline with audience-segmentation models. Insights surfaced through an editorial intelligence interface.
Outcome
Content-audience alignment score improved 41%. Editorial cycle time reduced by 3.2 hours per piece on average.