01
Variable Ore and Feed
Grade, hardness, moisture, and chemistry shift by source and campaign. Without timely adjustments, concentrators and melt shops burn more energy, lose recovery, or miss product specifications.
Mining & Metals
Industrial AI forMining & Metals
Support decisions from extraction and minerals processing through metals and steelmaking, with plant-specific recommendations that work alongside the control, historian, and maintenance systems you already run.
- Mining
Pit & Plant
Hold a shared picture of equipment, shifts, and production.
- Minerals
Processing
Stabilize crushing, grinding, and concentration as feed changes.
- Steel
Melt & Mill
Balance furnace, casting, and rolling against energy and quality.
- Metals
Reliability
Spot developing issues on fleet, mill, and furnace assets.
Industry Challenges
The Constraints BehindPit-to-Plant Performance.
Mining and metals producers must protect recovery, energy, quality, and uptime as ore grades, feed chemistry, and equipment condition change from the pit through the mill and melt shop.
02
Energy-Intensive Processing
Crushing, grinding, smelting, and reheating dominate cost and emissions. Conservative setpoints protect quality when the better operating point is not visible in time.
03
Critical Asset Reliability
Haul fleet, crushers, mills, furnaces, casters, and rolling stands sit on the critical path. Unplanned stops cascade from the pit into the plant and from the melt shop into the mill.
04
Scattered Operating Knowledge
Grade changeovers, startup steps, geotechnical judgment, and troubleshooting notes often live with experienced crews. Multi-site consistency suffers as teams and ore bodies change.
Relevant Capabilities
Process optimization andoperational reliability.
Optimize production from concentrator to melt shop, and keep critical assets visible before they stop the line. For approved procedures across sites, see ExpertFlow AI. For crushers, mills, furnaces, and rolling equipment, Predictive Maintenance supports earlier equipment visibility.
Pit to Melt Shop01Process Optimization
Concentrator, Furnace & Mill Guidance
OptiStudio
Support crushing, grinding, concentration, furnace, casting, and rolling decisions using plant-specific AI models. Recommendations stay within approved operating limits, and your team reviews every suggestion before settings change.
Typical focus areas
- Crushing, grinding, and concentration performance
- Furnace energy, chemistry, and throughput
- Casting and rolling stability against quality targets
Process OptimizationAsset ReliabilityMore Consistent Pit-to-Plant Operations
Critical Equipment02Asset Reliability
Pit, Plant & Mill Asset Monitoring
Predictive Maintenance
Monitor the health of critical production assets to detect developing failures early, helping maintenance teams plan interventions before unplanned downtime affects mining, minerals processing, or steel production.
Typical focus areas
- Crushers, mills, conveyors, and haul fleet
- Furnace, caster, and rolling mill drives
- Condition-based maintenance planning
Ready to discuss your operational challenges? Talk to Our Engineers
Implementation
How We DeliverIndustrial AI.
Every deployment starts with your existing plant systems. AI models are validated before recommendations are introduced into operations.
1
Assess & Connect
Understand your operational objectives, connect existing plant systems, and assess available data to identify the highest-value Industrial AI opportunities.
2
Model & Validate
Develop and validate AI models using your operational data to deliver reliable recommendations aligned with your production objectives before deployment.
3
Enable Operations
Provide AI recommendations and trusted operational knowledge to plant teams, supporting confident decisions while operators remain in control.
4
Scale & Improve
Expand proven AI applications across your operations with continuous optimization, governed knowledge, and ongoing engineering support.
Operational Outcomes
Built for BetterMining & Metals Performance.
Industrial AI helps mining and metals producers improve process consistency, energy performance, and equipment availability from the pit through the mill. Outcomes depend on operational priorities, available data, and deployment scope.
01
More Stable Throughput
Support steadier crushing, grinding, concentration, and melt-shop performance when ore, feed, or grade conditions change.
02
Improved Energy Performance
Identify opportunities to reduce specific energy use while balancing recovery, product quality, and operating constraints.
03
Fewer Avoidable Stops
Give operations and maintenance earlier visibility into fleet, mill, furnace, and rolling assets that constrain production.
04
Shared Operating Knowledge
Keep approved procedures, grade-change steps, and site-specific judgment accessible across shifts and operations.
Frequently Asked Questions
No. INSUS works alongside your existing DCS, Level-2 systems, historians, laboratory systems, fleet systems, and other operational technologies. Industrial AI provides recommendations and operational intelligence while your operators and engineers remain in control.
The right combination depends on your operational priorities. Mining and metals producers typically use OptiStudio for concentrator, furnace, casting, and rolling guidance, and Predictive Maintenance for crushers, mills, fleet, and melt-shop equipment. ExpertFlow AI can keep approved procedures accessible across sites.
Every AI model is developed and validated using your operational data before deployment. Recommendations operate within defined production and equipment constraints, remain fully traceable, and are always reviewed by your operations team before implementation.
Yes. The same integration approach applies across extraction, minerals processing, metals, and steel operations. Dedicated pages for Mining and Steel go deeper on the workflows that are specific to each.
Talk to Our Engineers
Discuss Your Mining & Metals Operations.
Share the pit, plant, furnace, or mill challenge you want to improve. Our engineering team will identify practical opportunities and the right INSUS capabilities for your operation.
- Personalized assessment of your operational challenges.
- Recommendations tailored to your site, plant, and goals.
- A practical roadmap for implementing Industrial AI.