Challenge · Legacy rules engine missed 18% of fraudulent transactions & caused 34% false positives.

Solution · Real-time ensemble ML model + graph analytics.

Challenge · Monolithic on-premise infra caused seasonal outages & 60% capacity waste.

Solution · Kubernetes + serverless architecture on AWS, automated scaling.

Challenge · Radiologist overload, 3+ days reporting delay, and missed subtle findings.

Solution · Vision transformer model integrated with PACS, AI-assisted triage.

Challenge · Unexpected machine breakdowns causing 210h annual downtime & high repair cost.

Solution · Edge ML sensors + real-time anomaly detection dashboard.

Challenge · Inefficient last-mile delivery routes → high fuel costs & late deliveries.

Solution · Dynamic routing engine with real-time traffic & weather data.

Challenge · Monolith unable to handle 500k+ concurrent learners during peak exams.

Solution · Event-driven microservices + auto-scaling k8s + CDN optimization.