SOLUTIONS LIBRARY
Industrial use cases, ready to scope.
Pre-engineered for the operational problems industrial enterprises actually face — asset reliability, process drift, quality, throughput, safety and supply continuity. Each use case starts from a live operational signal and ends in governed action.
Pick the operational problem that matches your site. We’ll help you scope a solution. Some are operationalised by MAGS agent teams — cross-linked to the AI Agent Marketplace where applicable.
60 use cases. Filter by industry, category or solution type.
Each use case names the operational problem, the signals the platform watches, and the governed action it drives. Where a MAGS agent team operationalises a use case, you’ll see a cross-link to the AI Agent Marketplace inside.
Conveyor Belt Monitoring & Optimisation
Real-time monitoring, predicted failure modes and energy-efficient operation across every conveyor on the line.
Aging Pipe Predictive Maintenance
Rank the network by failure risk and consequence — turn aging-pipe replacement into a defensible capital plan.
Mainline Conveyor Condition Monitoring
Section-by-section monitoring of mainline conveyors with predicted failure modes ranked by service criticality.
Alarm Management & Triage
Rank level 3 and 4 alarms by leading-indicator value so reliability engineers see signal, not noise.
Air Quality Monitoring for Agriculture
Continuous air-quality telemetry tied to predictive analytics and automated compliance reporting across the farm.
Surface Processing Plant Condition Monitoring
Plant-wide condition monitoring with predicted failure, synchronised maintenance and a digital twin tying it together.
Bogie Health Monitoring
Live wheel-wear, axle-load and bearing-temperature signals tied to predicted bogie failure modes across the fleet.
Boiler Feed Water Pump Monitoring
Vibration, flow, pressure, energy and water-quality fused into one boiler-feed-pump condition picture.
Casting Guidance
Live casting telemetry, a digital twin and predictive quality guidance — process drift caught before it becomes scrap.
CHPP Throughput Loss Monitoring
Decompose CHPP throughput loss into specific equipment, process and feed-quality causes — with ranked recovery actions.
Compressor Condition Monitoring
Zone-based compressor monitoring with predicted failure modes routed directly into work-request creation.
Hydraulic System Condition Monitoring
Zone-based hydraulic system monitoring with predicted failure modes routed directly into work-request creation.
Condition Monitoring
Bad actors first, hybrid engineering + ML models, asset-class templates — condition monitoring run as a programme.
Cooling Tower Fin Fan Monitoring
Per-fan cooling-tower monitoring tied to predictive maintenance, energy efficiency and environmental compliance.
Cyclone & Slurry Pump Condition Monitoring
Real-time condition monitoring for cyclones and slurry pumps across processing plants and utility networks.
Demand Planning & Stockholding Reduction
Demand-forecasting and inventory optimisation across the store estate — less dead stock, fewer revenue-losing stockouts.
Demin Water Monitoring for Boiler Tube Corrosion
Continuous demin-water chemistry monitoring that surfaces boiler-tube corrosion risk before it forces an outage.
Derailment Prevention via Track Geometry
Real-time track-geometry monitoring with predicted deviations ranked by derailment risk.
EV Battery Assembly Optimisation
Real-time monitoring, predictive quality scoring and parameter optimisation across every step of EV battery assembly.
Excavator Efficiency Optimisation
Idle, cycle, fuel and operator performance under one operational picture — with shift-actionable recommendations.
Flood Prediction & Response
Predictive flood modelling fused with live asset telemetry — coordinated response across the water-utility estate.
Golden Batch: Culture Addition
Real-time monitoring, AI quality prediction and ranked operator recommendations across culture addition in dairy processing.
Golden Batch: Milk Reception
AI-scored quality gate at milk reception with blending recommendations and full per-batch traceability.
Golden Batch Monitoring
Live comparison of every batch against the golden-batch profile, with feed-rate and parameter recommendations.
Not a concept. In production.
XMPro is deployed at Tier 1 global operators across asset-intensive and mission-critical industries — delivering measurable results across predictive maintenance, process optimisation and operational intelligence.
Now pushing the frontier.
MAGS agents are achieving what no other industrial platform has demonstrated — sustained autonomous operations at enterprise scale.
