Industries
Built for the industries that build everything else.
From automotive assembly lines to oil rigs, Monitory adapts to your industry's unique challenges, regulations, and equipment.
Keep the line moving at every station
Automotive manufacturing demands zero tolerance for unplanned downtime. A single stalled station can cascade into millions in lost production. Monitory gives automotive teams the predictive intelligence to prevent failures across welding cells, paint booths, stamping presses, and final assembly.
Learn more
AI-powered intelligence for equipment builders and operators.
Equipment manufacturers face a dual challenge: keeping their own production running while delivering reliable products to customers. Monitory bridges the gap between OEM knowledge and field performance, turning equipment data into proactive service and smarter builds.
Learn more
From raw materials to finished product, zero compromise
Food and beverage manufacturing operates under strict hygiene, safety, and regulatory requirements where equipment failures don't just cost production time, they can compromise food safety. Monitory ensures critical assets like mixers, fillers, pasteurizers, and packaging lines run reliably and compliantly.
Learn more
High-speed lines demand high-speed intelligence.
CPG manufacturers run some of the fastest, most demanding production lines in the world. When a filler runs at 1,200 units per minute, every second of downtime is measured in lost revenue. Monitory delivers the real-time intelligence CPG teams need to keep lines running at peak OEE.
Learn more
Safeguard critical infrastructure with predictive AI.
Oil and gas operations involve some of the most capital-intensive and safety-critical equipment in any industry. From wellhead compressors to refinery distillation columns, unplanned failures carry enormous financial and safety risks. Monitory provides the predictive layer these operations demand.
Learn more
Keep the grid running with AI-powered asset management.
Energy producers and utilities manage vast fleets of turbines, generators, transformers, and distribution equipment where reliability is non-negotiable. Monitory enables energy teams to transition from calendar-based maintenance to condition-based strategies that maximize availability and extend asset life.
Learn more
AI intelligence for the most demanding operations on earth.
Steel mills, foundries, cement plants, and mining operations push equipment to its absolute limits. In these environments, failures are costly, dangerous, and often catastrophic. Monitory is purpose-built for heavy industry, delivering the rugged intelligence these operations need to stay safe and productive.
Learn more
Predictive intelligence for the harshest environments on earth.
Mining and metals processing operations run critical equipment under extreme conditions — crushers, conveyors, mills, and smelters that cannot afford unplanned stops. Monitory delivers condition-based maintenance intelligence that keeps your ore flowing and your processing lines productive.
Learn more
AI-powered reliability for continuous process operations.
Pulp and paper mills operate 24/7 continuous processes where a single equipment failure can shut down an entire production line for days. From digesters and recovery boilers to paper machines and winders, Monitory monitors the critical assets that keep your mill productive and profitable.
Learn more
Protect your furnaces, lines, and margins with predictive AI.
Glass manufacturing runs on continuous furnaces and forming lines that operate at extreme temperatures for years at a time. An unexpected failure can mean weeks of cold repair and millions in lost production. Monitory delivers the predictive intelligence to extend campaign life and plan maintenance on your terms.
Learn more
AI-driven reliability for complex chemical processes.
Chemical manufacturing involves high-value continuous processes with strict safety and environmental requirements. Equipment failures don't just cost production — they can create hazardous conditions. Monitory provides the predictive layer chemical plants need to maintain safe, efficient, and compliant operations.
Learn more
Validated, compliant, and predictive maintenance for pharma.
Pharmaceutical manufacturing operates under the most stringent quality and regulatory requirements of any industry. Equipment reliability directly impacts product quality, patient safety, and regulatory standing. Monitory delivers GxP-compatible predictive maintenance that keeps your lines compliant and your products flowing.
Learn more
AI-powered reliability for injection molding, extrusion, and blow molding.
Plastics manufacturing relies on precise, high-speed equipment where small deviations in temperature, pressure, or cycle time can mean thousands of defective parts. Monitory monitors your molding machines, extruders, and auxiliary equipment to catch problems before they become scrap.
Learn more
Predictive maintenance for the backbone of industry.
Steel production is one of the most demanding manufacturing environments — extreme temperatures, massive mechanical forces, and continuous operations where a single failure can cascade into millions in losses. Monitory delivers AI-powered intelligence for blast furnaces, rolling mills, casters, and material handling systems.
Learn more
AI-powered reliability for sawmills, plywood, and wood products.
Forest products manufacturing combines heavy mechanical processing with continuous operations in challenging environments. From debarkers and chippers to kilns and planers, equipment reliability directly determines throughput and product quality. Monitory keeps your wood processing lines running at peak performance.
Learn more
AI maintenance intelligence for cement, aggregate, and building products.
Cement and building materials production operates massive, energy-intensive equipment around the clock. Kilns, mills, crushers, and conveyors run under extreme conditions where unplanned downtime costs hundreds of thousands per day. Monitory delivers the predictive intelligence to maximize availability and extend equipment life.
Learn more
AI-powered field service and facility management.
Commercial service organizations manage diverse equipment fleets across multiple customer sites. Whether you're maintaining HVAC systems, elevators, generators, or industrial equipment, Monitory gives your service teams the predictive intelligence to move from reactive to proactive — improving customer satisfaction and margins simultaneously.
Learn moreKeep the line moving at every station
Automotive manufacturing demands zero tolerance for unplanned downtime. A single stalled station can cascade into millions in lost production. Monitory gives automotive teams the predictive intelligence to prevent failures across welding cells, paint booths, stamping presses, and final assembly.
Key Challenges We Solve
- Multi-shift operations with zero margin for unplanned stops
- Complex robotic cells with hundreds of failure points
- Just-in-time supply chains that amplify any disruption
- Strict quality and regulatory compliance requirements
Monitory Solutions
- Predictive maintenance for robotic welding arms and conveyor systems
- Real-time asset health monitoring across every production cell
- Automated work orders triggered by AI-detected anomalies
Reduction in unplanned downtime
Faster mean time to repair
Faster new technician ramp-up
AI-powered intelligence for equipment builders and operators.
Equipment manufacturers face a dual challenge: keeping their own production running while delivering reliable products to customers. Monitory bridges the gap between OEM knowledge and field performance, turning equipment data into proactive service and smarter builds.
Key Challenges We Solve
- High-mix, low-volume production with varied maintenance needs
- Field service complexity across geographically distributed assets
- Need to capture and transfer tribal knowledge from expert machinists
- Warranty and service cost management across product lines
Monitory Solutions
- Connected asset monitoring for OEM and aftermarket intelligence
- AI-driven field service diagnostics and remote troubleshooting
- Knowledge base with machine-specific repair histories and SOPs
Fewer expert escalations
Faster SOP digitization
Annual savings per facility
From raw materials to finished product, zero compromise
Food and beverage manufacturing operates under strict hygiene, safety, and regulatory requirements where equipment failures don't just cost production time, they can compromise food safety. Monitory ensures critical assets like mixers, fillers, pasteurizers, and packaging lines run reliably and compliantly.
Key Challenges We Solve
- Stringent FDA, FSMA, and HACCP compliance requirements
- Perishable inputs that cannot tolerate production delays
- CIP (Clean-in-Place) cycles that create maintenance windows
- Seasonal demand spikes requiring maximum asset availability
Monitory Solutions
- Condition-based maintenance aligned with sanitation schedules
- AI monitoring of temperature, pressure, and flow across critical processes
- Automated compliance documentation and audit trail generation
Equipment availability during peak
Faster ticket resolution
Audit-ready documentation
High-speed lines demand high-speed intelligence.
CPG manufacturers run some of the fastest, most demanding production lines in the world. When a filler runs at 1,200 units per minute, every second of downtime is measured in lost revenue. Monitory delivers the real-time intelligence CPG teams need to keep lines running at peak OEE.
Key Challenges We Solve
- Ultra-high-speed lines where seconds of downtime cost thousands
- Frequent SKU changeovers requiring rapid reconfiguration
- Distributed production across multiple plants and geographies
- Aggressive cost targets and thin margin environments
Monitory Solutions
- Real-time OEE monitoring with AI-powered root cause analysis
- Predictive maintenance tuned for high-speed filling and packaging
- Cross-plant benchmarking and best-practice sharing via AI
Faster changeover times
Reduction in quality defects
Faster cross-site knowledge sharing
Safeguard critical infrastructure with predictive AI.
Oil and gas operations involve some of the most capital-intensive and safety-critical equipment in any industry. From wellhead compressors to refinery distillation columns, unplanned failures carry enormous financial and safety risks. Monitory provides the predictive layer these operations demand.
Key Challenges We Solve
- Remote and hazardous operating environments with limited access
- Extreme regulatory and safety requirements (OSHA, EPA, API)
- Aging infrastructure with decades-old equipment still in service
- High cost of unplanned shutdowns ($100K+ per hour)
Monitory Solutions
- Remote condition monitoring for pumps, compressors, and turbines
- AI-driven safety anomaly detection across process variables
- Compliance-ready maintenance documentation and reporting
Reduction in safety incidents
Less unplanned downtime
AI support even at remote sites
Keep the grid running with AI-powered asset management.
Energy producers and utilities manage vast fleets of turbines, generators, transformers, and distribution equipment where reliability is non-negotiable. Monitory enables energy teams to transition from calendar-based maintenance to condition-based strategies that maximize availability and extend asset life.
Key Challenges We Solve
- Critical infrastructure where failures affect entire communities
- Aging grid infrastructure requiring life-extension strategies
- Regulatory mandates for reliability and environmental compliance
- Mix of legacy and modern equipment with varied monitoring needs
Monitory Solutions
- Turbine and generator health monitoring with failure prediction
- Transformer condition tracking using dissolved gas analysis patterns
- AI-optimized maintenance windows aligned with demand forecasting
Equipment availability
Faster onboarding for new techs
Reduction in maintenance costs
AI intelligence for the most demanding operations on earth.
Steel mills, foundries, cement plants, and mining operations push equipment to its absolute limits. In these environments, failures are costly, dangerous, and often catastrophic. Monitory is purpose-built for heavy industry, delivering the rugged intelligence these operations need to stay safe and productive.
Key Challenges We Solve
- Extreme operating conditions (heat, dust, vibration, chemical exposure)
- Massive capital equipment with long lead times for replacement parts
- Workforce safety in high-risk environments
- Complex, multi-stage processes where one failure cascades into many
Monitory Solutions
- Ruggedized monitoring for extreme-condition assets (kilns, furnaces, crushers)
- AI vibration analysis for rotating equipment in high-noise environments
- Safety-correlated maintenance prioritization and risk scoring
Reduction in unplanned downtime
Annual savings per plant
Fewer expert escalations needed
Predictive intelligence for the harshest environments on earth.
Mining and metals processing operations run critical equipment under extreme conditions — crushers, conveyors, mills, and smelters that cannot afford unplanned stops. Monitory delivers condition-based maintenance intelligence that keeps your ore flowing and your processing lines productive.
Key Challenges We Solve
- Remote sites with limited maintenance expertise on-hand
- Extreme dust, vibration, and temperature conditions degrading equipment
- High cost of replacement parts with long procurement lead times
- Regulatory pressure on safety and environmental compliance
Monitory Solutions
- Vibration and thermal monitoring for crushers, mills, and conveyors
- AI-driven failure prediction for rotating equipment in high-load environments
- Remote diagnostic support connecting field techs with expert knowledge bases
Reduction in unplanned downtime
Lower maintenance costs
Faster root cause identification
AI-powered reliability for continuous process operations.
Pulp and paper mills operate 24/7 continuous processes where a single equipment failure can shut down an entire production line for days. From digesters and recovery boilers to paper machines and winders, Monitory monitors the critical assets that keep your mill productive and profitable.
Key Challenges We Solve
- Continuous process operations where any stop is extremely costly
- Harsh chemical and high-temperature environments degrading equipment
- Aging workforce with deep institutional knowledge at risk of retirement
- Energy-intensive processes requiring optimization for cost competitiveness
Monitory Solutions
- Continuous monitoring of paper machine bearings, rolls, and drives
- AI prediction for recovery boiler and digester critical components
- Knowledge capture and digital procedures for maintenance best practices
Fewer unplanned sheet breaks
Reduction in maintenance costs
Paper machine availability
Protect your furnaces, lines, and margins with predictive AI.
Glass manufacturing runs on continuous furnaces and forming lines that operate at extreme temperatures for years at a time. An unexpected failure can mean weeks of cold repair and millions in lost production. Monitory delivers the predictive intelligence to extend campaign life and plan maintenance on your terms.
Key Challenges We Solve
- Continuous furnace operations where unplanned stops are catastrophic
- Extreme temperatures making manual inspection difficult and dangerous
- High energy costs requiring constant optimization
- Quality defects that are hard to trace back to equipment root causes
Monitory Solutions
- Thermal and vibration monitoring for forehearths, feeders, and forming machines
- AI-driven campaign life prediction for furnace refractory and electrodes
- Quality-correlated equipment analytics linking defects to machine health
Extended furnace campaign life
Fewer quality-related stops
Reduction in energy waste
AI-driven reliability for complex chemical processes.
Chemical manufacturing involves high-value continuous processes with strict safety and environmental requirements. Equipment failures don't just cost production — they can create hazardous conditions. Monitory provides the predictive layer chemical plants need to maintain safe, efficient, and compliant operations.
Key Challenges We Solve
- Process safety management requiring proactive equipment integrity
- Corrosive and hazardous environments accelerating equipment degradation
- Complex regulatory landscape (EPA, OSHA PSM, RMP)
- Batch and continuous processes with different maintenance strategies
Monitory Solutions
- Corrosion and erosion monitoring for reactors, heat exchangers, and piping
- AI-driven pump and compressor health tracking with failure prediction
- Safety-integrated maintenance workflows with regulatory documentation
Fewer safety-related incidents
Reduction in unplanned downtime
Regulatory audit readiness
Validated, compliant, and predictive maintenance for pharma.
Pharmaceutical manufacturing operates under the most stringent quality and regulatory requirements of any industry. Equipment reliability directly impacts product quality, patient safety, and regulatory standing. Monitory delivers GxP-compatible predictive maintenance that keeps your lines compliant and your products flowing.
Key Challenges We Solve
- FDA 21 CFR Part 11 and GMP compliance for all maintenance activities
- Cleanroom environments with restricted access for maintenance
- Product contamination risk from equipment degradation
- Extensive validation requirements for any system changes
Monitory Solutions
- GxP-compatible monitoring with full audit trails and electronic signatures
- Non-invasive vibration monitoring that works in cleanroom environments
- Automated maintenance documentation meeting regulatory standards
Audit-ready documentation
Reduction in batch deviations
Faster maintenance qualification
AI-powered reliability for injection molding, extrusion, and blow molding.
Plastics manufacturing relies on precise, high-speed equipment where small deviations in temperature, pressure, or cycle time can mean thousands of defective parts. Monitory monitors your molding machines, extruders, and auxiliary equipment to catch problems before they become scrap.
Key Challenges We Solve
- Tight tolerances where small equipment deviations create quality defects
- High-speed cyclic operations that accelerate wear on mechanical components
- Multiple machine lines requiring consistent performance monitoring
- Energy cost pressure from heating, cooling, and hydraulic systems
Monitory Solutions
- Cycle-by-cycle monitoring of injection molding machines and extruders
- AI prediction for hydraulic system wear, screw condition, and mold health
- Energy optimization analytics for heating, cooling, and auxiliary systems
Reduction in scrap rate
Fewer unplanned tool changes
Lower energy costs
Predictive maintenance for the backbone of industry.
Steel production is one of the most demanding manufacturing environments — extreme temperatures, massive mechanical forces, and continuous operations where a single failure can cascade into millions in losses. Monitory delivers AI-powered intelligence for blast furnaces, rolling mills, casters, and material handling systems.
Key Challenges We Solve
- Extreme temperature environments (1500°C+) limiting sensor placement options
- Massive rotating equipment (rollers, drives) with complex failure modes
- Continuous casting operations where any stop means material waste
- High energy consumption requiring optimization to remain competitive
Monitory Solutions
- Non-contact monitoring for rolling mill bearings, drives, and gearboxes
- AI-driven prediction for caster segments, mold oscillation, and cooling systems
- Energy and throughput optimization analytics across production stages
Fewer unplanned coil breaks
Extended roll campaign life
Annual savings per mill
AI-powered reliability for sawmills, plywood, and wood products.
Forest products manufacturing combines heavy mechanical processing with continuous operations in challenging environments. From debarkers and chippers to kilns and planers, equipment reliability directly determines throughput and product quality. Monitory keeps your wood processing lines running at peak performance.
Key Challenges We Solve
- Abrasive materials (bark, sawdust) causing accelerated equipment wear
- High-speed cutting and shaping equipment with complex vibration signatures
- Seasonal supply variations requiring flexible production planning
- Remote mill locations with limited access to specialized maintenance expertise
Monitory Solutions
- Vibration monitoring for chippers, saws, planers, and press systems
- AI-driven prediction for motor, bearing, and blade health
- Remote expert support connecting mill technicians with centralized knowledge
Reduction in unplanned downtime
Extended blade and tool life
Faster troubleshooting at remote sites
AI maintenance intelligence for cement, aggregate, and building products.
Cement and building materials production operates massive, energy-intensive equipment around the clock. Kilns, mills, crushers, and conveyors run under extreme conditions where unplanned downtime costs hundreds of thousands per day. Monitory delivers the predictive intelligence to maximize availability and extend equipment life.
Key Challenges We Solve
- Kiln campaigns requiring precise health monitoring to maximize run time
- Massive ball mills and vertical roller mills with complex failure modes
- High energy costs (30-40% of production cost) requiring optimization
- Dusty, high-vibration environments challenging sensor reliability
Monitory Solutions
- Kiln shell and refractory monitoring with campaign life prediction
- AI-driven mill and crusher health tracking with failure forecasting
- Energy consumption analytics and optimization recommendations
Extended kiln campaign life
Reduction in unplanned mill stops
Lower energy cost per ton
AI-powered field service and facility management.
Commercial service organizations manage diverse equipment fleets across multiple customer sites. Whether you're maintaining HVAC systems, elevators, generators, or industrial equipment, Monitory gives your service teams the predictive intelligence to move from reactive to proactive — improving customer satisfaction and margins simultaneously.
Key Challenges We Solve
- Distributed equipment across many customer sites with varying conditions
- Pressure to reduce truck rolls and improve first-time fix rates
- SLA compliance requiring rapid response and resolution
- Knowledge transfer between experienced and new service technicians
Monitory Solutions
- Remote equipment monitoring and diagnostics across customer sites
- AI-powered dispatch optimization based on equipment condition and urgency
- Mobile knowledge base giving field techs instant access to repair procedures
Fewer emergency truck rolls
Higher first-time fix rate
Faster new tech ramp-up
Your industry. Your rules. Our AI.
Monitory adapts to your equipment, workflows, and compliance requirements - so your team can focus on what they do best.