SenseAi Embedded

SenseAi Embedded is an industrial-grade IP67-rated monitoring system engineered for harsh manufacturing environments. With its rugged aluminum alloy enclosure and M12 waterproof connectors, it delivers advanced machine health insights including vibration analysis, temperature monitoring, anomaly detection, health scores, FFT analysis, and predictive maintenance capabilities—alongside complete production monitoring for CNC spindles, precision equipment, and critical rotating machinery.
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Advanced Health Monitoring & Production Intelligence
Complete Production Visibility
Gain real-time insights across your entire operation—machines, teams, and jobs. Our AI sensors capture every detail, from OEE and downtime patterns to job progress and root causes, helping you identify top performers and uncover training opportunities instantly.
- Live machine utilization monitoring
- OEE & downtime root cause analysis
- Job progress tracking across all operations
- Performance benchmarking & insights

Intelligent Production Scheduling
Transform how you schedule and forecast production with AI-powered planning tools. Automatically prioritize jobs based on demand, monitor ongoing work, and dynamically adjust schedules to hit your targets—even when priorities shift.
- AI-driven job scheduling & auto-prioritization
- Demand-based production forecasting
- Live job status monitoring
- Dynamic schedule adaptation
Seamless Team Collaboration
Equip your workforce with intuitive tools that make hitting daily production goals effortless. Enable real-time collaboration between machines and people, streamline downtime tracking, and keep everyone aligned on job changes—so operators can focus on value-added work.
- Simplified downtime classification
- Real-time machine-human collaboration
- Unified job progress visibility
- Built-in operator support tools
Drive Capacity & Margin Growth
Discover exactly what production bottlenecks are costing you and prioritize improvements that deliver real impact. Pinpoint downtime drivers, quantify the financial impact of issues, and unlock hidden capacity to boost both throughput and profitability.
- Downtime cost calculation & analysis
- Root cause identification for bottlenecks
- Capacity expansion opportunities
- ROI tracking for improvements

Industrial Durability
Built for the Harshest Manufacturing Environments
SenseAi Embedded is engineered for manufacturers who need industrial-grade monitoring in demanding conditions. With an IP67-rated aluminum alloy enclosure, M12 waterproof connectors, and industrial magnets for secure mounting, it thrives where standard sensors fail—from coolant spray and washdown areas to high-vibration and extreme temperature environments.
Industrial Features:
- IP67-rated aluminum alloy enclosure
- M12 waterproof connector with 12-24VDC power
- Industrial vibration accelerometer
- Precision temperature sensor for mounting surface
- Two strong magnets for secure installation
Visibility
Gain visibility into your manufacturing processes like never before
Transform your operations with complete visibility into efficiency, downtime, and production performance across all machines, shifts, and departments.
- Track real-time OEE, utilization rates, and efficiency metrics with instant alerts on performance drops
- Automatic downtime classification and root cause tracking to identify recurring bottlenecks
- Compare machine and operator performance across shifts, departments, and time periods

5-Minute Installation
Step 1
Connect Power Supply

Step 2
Attach to Equipment

Step 3
Get Insights

MACHINE HEALTH ANALYTICS
7 Real-Time Health Scores
Monitor every aspect of machine health with AI-powered analytics that detect issues before they become failures

Monitor Equipment Health & Conditions
Get real-time alerts for machine health degradation, temperature anomalies, and vibration patterns. Prevent equipment failures before they happen.
Health Monitoring
Track machine health scores and get alerted before failures occur
Temperature Alerts
Detect overheating and thermal anomalies in real-time
Vibration Detection
Monitor shock and vibration levels to prevent equipment damage
Downtime & Uptime Tracking
Get notified immediately when machines go offline or idle
Machine Health Critical
19%Overall health score has dropped below 45%
High Temperature Detected
78°CMotor temperature exceeding normal operating range
Excessive Vibration
8.2GShock levels indicate potential bearing failure
Machine Running
Machine is up and running
Extended Downtime
45minMachine has been idle for longer than scheduled
Health Score Declining
68%Gradual decrease in overall machine health detected
Temperature Rising
65°CBearing temperature trending upward
Vibration Spike
5.8GUnusual vibration pattern detected on X-axis
Unplanned Downtime
120minMachine stopped unexpectedly during production
Health Score Declining
38%Gradual decrease in overall machine health detected
Machine Running
Machine is up and running
Bearing Wear Detected
52%Bearing signature indicates accelerated wear patterns
Motor Health Critical
28%Multiple motor parameters outside acceptable range
Belt Tension Low
72%Drive belt tension below optimal operating range
Lubrication Level Low
48%Automatic lubrication system level below threshold
Air Pressure Fluctuating
65%Pneumatic system pressure showing instability
Seal Failure Imminent
22%Seal integrity degraded - replacement urgently needed
Hydraulic Overheat
92°CHydraulic system temperature critically high
Gearbox Temperature Rising
82°CGearbox operating above normal temperature range
Cooling System Inefficient
68°CCooling system not maintaining target temperature
Thermal Runaway Detected
95°CRapid temperature increase detected in control cabinet
Cold Chain Break
12°CRefrigeration unit temperature exceeded safe range
Pasteurization Temperature
68°CProcess temperature below pasteurization minimum
Fermentation Temp Drift
23°CFermentation tank temperature drifting from setpoint
Pump Cavitation Detected
6.4GUnusual vibration signature indicates pump cavitation
Shaft Misalignment
9.1GSevere vibration indicates potential shaft misalignment
Belt Slippage Detected
4.2GIntermittent vibration patterns suggest belt slippage
Rotor Imbalance
7.3GVibration analysis indicates rotor imbalance condition
Line Startup Complete
Production line successfully started and running
Maintenance Complete
Scheduled maintenance completed, equipment operational
System Recovery
Equipment successfully recovered from fault condition
Scheduled Downtime
45minPlanned maintenance window in progress
Emergency Stop Triggered
0Safety system activated - machine stopped immediately
Material Shortage
18minProduction paused due to raw material depletion
Power Loss Event
32minUnexpected power interruption caused machine shutdown
Operator Break
15minMachine idle during scheduled operator break
Machine Health Critical
19%Overall health score has dropped below 45%
High Temperature Detected
78°CMotor temperature exceeding normal operating range
Excessive Vibration
8.2GShock levels indicate potential bearing failure
Machine Running
Machine is up and running
Extended Downtime
45minMachine has been idle for longer than scheduled
Health Score Declining
68%Gradual decrease in overall machine health detected
Temperature Rising
65°CBearing temperature trending upward
Vibration Spike
5.8GUnusual vibration pattern detected on X-axis
Unplanned Downtime
120minMachine stopped unexpectedly during production
Health Score Declining
38%Gradual decrease in overall machine health detected
Machine Running
Machine is up and running
Bearing Wear Detected
52%Bearing signature indicates accelerated wear patterns
Motor Health Critical
28%Multiple motor parameters outside acceptable range
Belt Tension Low
72%Drive belt tension below optimal operating range
Lubrication Level Low
48%Automatic lubrication system level below threshold
Air Pressure Fluctuating
65%Pneumatic system pressure showing instability
Seal Failure Imminent
22%Seal integrity degraded - replacement urgently needed
Hydraulic Overheat
92°CHydraulic system temperature critically high
Gearbox Temperature Rising
82°CGearbox operating above normal temperature range
Cooling System Inefficient
68°CCooling system not maintaining target temperature
Thermal Runaway Detected
95°CRapid temperature increase detected in control cabinet
Cold Chain Break
12°CRefrigeration unit temperature exceeded safe range
Pasteurization Temperature
68°CProcess temperature below pasteurization minimum
Fermentation Temp Drift
23°CFermentation tank temperature drifting from setpoint
Pump Cavitation Detected
6.4GUnusual vibration signature indicates pump cavitation
Shaft Misalignment
9.1GSevere vibration indicates potential shaft misalignment
Belt Slippage Detected
4.2GIntermittent vibration patterns suggest belt slippage
Rotor Imbalance
7.3GVibration analysis indicates rotor imbalance condition
Line Startup Complete
Production line successfully started and running
Maintenance Complete
Scheduled maintenance completed, equipment operational
System Recovery
Equipment successfully recovered from fault condition
Scheduled Downtime
45minPlanned maintenance window in progress
Emergency Stop Triggered
0Safety system activated - machine stopped immediately
Material Shortage
18minProduction paused due to raw material depletion
Power Loss Event
32minUnexpected power interruption caused machine shutdown
Operator Break
15minMachine idle during scheduled operator break
Operator Break
15minMachine idle during scheduled operator break
Power Loss Event
32minUnexpected power interruption caused machine shutdown
Material Shortage
18minProduction paused due to raw material depletion
Emergency Stop Triggered
0Safety system activated - machine stopped immediately
Scheduled Downtime
45minPlanned maintenance window in progress
System Recovery
Equipment successfully recovered from fault condition
Maintenance Complete
Scheduled maintenance completed, equipment operational
Line Startup Complete
Production line successfully started and running
Rotor Imbalance
7.3GVibration analysis indicates rotor imbalance condition
Belt Slippage Detected
4.2GIntermittent vibration patterns suggest belt slippage
Shaft Misalignment
9.1GSevere vibration indicates potential shaft misalignment
Pump Cavitation Detected
6.4GUnusual vibration signature indicates pump cavitation
Fermentation Temp Drift
23°CFermentation tank temperature drifting from setpoint
Pasteurization Temperature
68°CProcess temperature below pasteurization minimum
Cold Chain Break
12°CRefrigeration unit temperature exceeded safe range
Thermal Runaway Detected
95°CRapid temperature increase detected in control cabinet
Cooling System Inefficient
68°CCooling system not maintaining target temperature
Gearbox Temperature Rising
82°CGearbox operating above normal temperature range
Hydraulic Overheat
92°CHydraulic system temperature critically high
Seal Failure Imminent
22%Seal integrity degraded - replacement urgently needed
Air Pressure Fluctuating
65%Pneumatic system pressure showing instability
Lubrication Level Low
48%Automatic lubrication system level below threshold
Belt Tension Low
72%Drive belt tension below optimal operating range
Motor Health Critical
28%Multiple motor parameters outside acceptable range
Bearing Wear Detected
52%Bearing signature indicates accelerated wear patterns
Machine Running
Machine is up and running
Health Score Declining
38%Gradual decrease in overall machine health detected
Unplanned Downtime
120minMachine stopped unexpectedly during production
Vibration Spike
5.8GUnusual vibration pattern detected on X-axis
Temperature Rising
65°CBearing temperature trending upward
Health Score Declining
68%Gradual decrease in overall machine health detected
Extended Downtime
45minMachine has been idle for longer than scheduled
Machine Running
Machine is up and running
Excessive Vibration
8.2GShock levels indicate potential bearing failure
High Temperature Detected
78°CMotor temperature exceeding normal operating range
Machine Health Critical
19%Overall health score has dropped below 45%
Operator Break
15minMachine idle during scheduled operator break
Power Loss Event
32minUnexpected power interruption caused machine shutdown
Material Shortage
18minProduction paused due to raw material depletion
Emergency Stop Triggered
0Safety system activated - machine stopped immediately
Scheduled Downtime
45minPlanned maintenance window in progress
System Recovery
Equipment successfully recovered from fault condition
Maintenance Complete
Scheduled maintenance completed, equipment operational
Line Startup Complete
Production line successfully started and running
Rotor Imbalance
7.3GVibration analysis indicates rotor imbalance condition
Belt Slippage Detected
4.2GIntermittent vibration patterns suggest belt slippage
Shaft Misalignment
9.1GSevere vibration indicates potential shaft misalignment
Pump Cavitation Detected
6.4GUnusual vibration signature indicates pump cavitation
Fermentation Temp Drift
23°CFermentation tank temperature drifting from setpoint
Pasteurization Temperature
68°CProcess temperature below pasteurization minimum
Cold Chain Break
12°CRefrigeration unit temperature exceeded safe range
Thermal Runaway Detected
95°CRapid temperature increase detected in control cabinet
Cooling System Inefficient
68°CCooling system not maintaining target temperature
Gearbox Temperature Rising
82°CGearbox operating above normal temperature range
Hydraulic Overheat
92°CHydraulic system temperature critically high
Seal Failure Imminent
22%Seal integrity degraded - replacement urgently needed
Air Pressure Fluctuating
65%Pneumatic system pressure showing instability
Lubrication Level Low
48%Automatic lubrication system level below threshold
Belt Tension Low
72%Drive belt tension below optimal operating range
Motor Health Critical
28%Multiple motor parameters outside acceptable range
Bearing Wear Detected
52%Bearing signature indicates accelerated wear patterns
Machine Running
Machine is up and running
Health Score Declining
38%Gradual decrease in overall machine health detected
Unplanned Downtime
120minMachine stopped unexpectedly during production
Vibration Spike
5.8GUnusual vibration pattern detected on X-axis
Temperature Rising
65°CBearing temperature trending upward
Health Score Declining
68%Gradual decrease in overall machine health detected
Extended Downtime
45minMachine has been idle for longer than scheduled
Machine Running
Machine is up and running
Excessive Vibration
8.2GShock levels indicate potential bearing failure
High Temperature Detected
78°CMotor temperature exceeding normal operating range
Machine Health Critical
19%Overall health score has dropped below 45%
Gearbox Temperature Rising
82°CGearbox operating above normal temperature range
Cooling System Inefficient
68°CCooling system not maintaining target temperature
Thermal Runaway Detected
95°CRapid temperature increase detected in control cabinet
Cold Chain Break
12°CRefrigeration unit temperature exceeded safe range
Pasteurization Temperature
68°CProcess temperature below pasteurization minimum
Fermentation Temp Drift
23°CFermentation tank temperature drifting from setpoint
Pump Cavitation Detected
6.4GUnusual vibration signature indicates pump cavitation
Shaft Misalignment
9.1GSevere vibration indicates potential shaft misalignment
Belt Slippage Detected
4.2GIntermittent vibration patterns suggest belt slippage
Rotor Imbalance
7.3GVibration analysis indicates rotor imbalance condition
Line Startup Complete
Production line successfully started and running
Maintenance Complete
Scheduled maintenance completed, equipment operational
System Recovery
Equipment successfully recovered from fault condition
Scheduled Downtime
45minPlanned maintenance window in progress
Emergency Stop Triggered
0Safety system activated - machine stopped immediately
Material Shortage
18minProduction paused due to raw material depletion
Power Loss Event
32minUnexpected power interruption caused machine shutdown
Operator Break
15minMachine idle during scheduled operator break
Machine Health Critical
19%Overall health score has dropped below 45%
High Temperature Detected
78°CMotor temperature exceeding normal operating range
Excessive Vibration
8.2GShock levels indicate potential bearing failure
Machine Running
Machine is up and running
Extended Downtime
45minMachine has been idle for longer than scheduled
Health Score Declining
68%Gradual decrease in overall machine health detected
Temperature Rising
65°CBearing temperature trending upward
Vibration Spike
5.8GUnusual vibration pattern detected on X-axis
Unplanned Downtime
120minMachine stopped unexpectedly during production
Health Score Declining
38%Gradual decrease in overall machine health detected
Machine Running
Machine is up and running
Bearing Wear Detected
52%Bearing signature indicates accelerated wear patterns
Motor Health Critical
28%Multiple motor parameters outside acceptable range
Belt Tension Low
72%Drive belt tension below optimal operating range
Lubrication Level Low
48%Automatic lubrication system level below threshold
Air Pressure Fluctuating
65%Pneumatic system pressure showing instability
Seal Failure Imminent
22%Seal integrity degraded - replacement urgently needed
Hydraulic Overheat
92°CHydraulic system temperature critically high
Gearbox Temperature Rising
82°CGearbox operating above normal temperature range
Cooling System Inefficient
68°CCooling system not maintaining target temperature
Thermal Runaway Detected
95°CRapid temperature increase detected in control cabinet
Cold Chain Break
12°CRefrigeration unit temperature exceeded safe range
Pasteurization Temperature
68°CProcess temperature below pasteurization minimum
Fermentation Temp Drift
23°CFermentation tank temperature drifting from setpoint
Pump Cavitation Detected
6.4GUnusual vibration signature indicates pump cavitation
Shaft Misalignment
9.1GSevere vibration indicates potential shaft misalignment
Belt Slippage Detected
4.2GIntermittent vibration patterns suggest belt slippage
Rotor Imbalance
7.3GVibration analysis indicates rotor imbalance condition
Line Startup Complete
Production line successfully started and running
Maintenance Complete
Scheduled maintenance completed, equipment operational
System Recovery
Equipment successfully recovered from fault condition
Scheduled Downtime
45minPlanned maintenance window in progress
Emergency Stop Triggered
0Safety system activated - machine stopped immediately
Material Shortage
18minProduction paused due to raw material depletion
Power Loss Event
32minUnexpected power interruption caused machine shutdown
Operator Break
15minMachine idle during scheduled operator break
Machine Health Critical
19%Overall health score has dropped below 45%
High Temperature Detected
78°CMotor temperature exceeding normal operating range
Excessive Vibration
8.2GShock levels indicate potential bearing failure
Machine Running
Machine is up and running
Extended Downtime
45minMachine has been idle for longer than scheduled
Health Score Declining
68%Gradual decrease in overall machine health detected
Temperature Rising
65°CBearing temperature trending upward
Vibration Spike
5.8GUnusual vibration pattern detected on X-axis
Unplanned Downtime
120minMachine stopped unexpectedly during production
Health Score Declining
38%Gradual decrease in overall machine health detected
Machine Running
Machine is up and running
Bearing Wear Detected
52%Bearing signature indicates accelerated wear patterns
Motor Health Critical
28%Multiple motor parameters outside acceptable range
Belt Tension Low
72%Drive belt tension below optimal operating range
Lubrication Level Low
48%Automatic lubrication system level below threshold
Air Pressure Fluctuating
65%Pneumatic system pressure showing instability
Seal Failure Imminent
22%Seal integrity degraded - replacement urgently needed
Hydraulic Overheat
92°CHydraulic system temperature critically high
Machine Health Critical
19%Overall health score has dropped below 45%
High Temperature Detected
78°CMotor temperature exceeding normal operating range
Excessive Vibration
8.2GShock levels indicate potential bearing failure
Machine Running
Machine is up and running
Extended Downtime
45minMachine has been idle for longer than scheduled
Health Score Declining
68%Gradual decrease in overall machine health detected
Temperature Rising
65°CBearing temperature trending upward
Vibration Spike
5.8GUnusual vibration pattern detected on X-axis
Unplanned Downtime
120minMachine stopped unexpectedly during production
Health Score Declining
38%Gradual decrease in overall machine health detected
Machine Running
Machine is up and running
Bearing Wear Detected
52%Bearing signature indicates accelerated wear patterns
Motor Health Critical
28%Multiple motor parameters outside acceptable range
Belt Tension Low
72%Drive belt tension below optimal operating range
Lubrication Level Low
48%Automatic lubrication system level below threshold
Air Pressure Fluctuating
65%Pneumatic system pressure showing instability
Seal Failure Imminent
22%Seal integrity degraded - replacement urgently needed
Hydraulic Overheat
92°CHydraulic system temperature critically high
Gearbox Temperature Rising
82°CGearbox operating above normal temperature range
Cooling System Inefficient
68°CCooling system not maintaining target temperature
Thermal Runaway Detected
95°CRapid temperature increase detected in control cabinet
Cold Chain Break
12°CRefrigeration unit temperature exceeded safe range
Pasteurization Temperature
68°CProcess temperature below pasteurization minimum
Fermentation Temp Drift
23°CFermentation tank temperature drifting from setpoint
Pump Cavitation Detected
6.4GUnusual vibration signature indicates pump cavitation
Shaft Misalignment
9.1GSevere vibration indicates potential shaft misalignment
Belt Slippage Detected
4.2GIntermittent vibration patterns suggest belt slippage
Rotor Imbalance
7.3GVibration analysis indicates rotor imbalance condition
Line Startup Complete
Production line successfully started and running
Maintenance Complete
Scheduled maintenance completed, equipment operational
System Recovery
Equipment successfully recovered from fault condition
Scheduled Downtime
45minPlanned maintenance window in progress
Emergency Stop Triggered
0Safety system activated - machine stopped immediately
Material Shortage
18minProduction paused due to raw material depletion
Power Loss Event
32minUnexpected power interruption caused machine shutdown
Operator Break
15minMachine idle during scheduled operator break
Machine Health Critical
19%Overall health score has dropped below 45%
High Temperature Detected
78°CMotor temperature exceeding normal operating range
Excessive Vibration
8.2GShock levels indicate potential bearing failure
Machine Running
Machine is up and running
Extended Downtime
45minMachine has been idle for longer than scheduled
Health Score Declining
68%Gradual decrease in overall machine health detected
Temperature Rising
65°CBearing temperature trending upward
Vibration Spike
5.8GUnusual vibration pattern detected on X-axis
Unplanned Downtime
120minMachine stopped unexpectedly during production
Health Score Declining
38%Gradual decrease in overall machine health detected
Machine Running
Machine is up and running
Bearing Wear Detected
52%Bearing signature indicates accelerated wear patterns
Motor Health Critical
28%Multiple motor parameters outside acceptable range
Belt Tension Low
72%Drive belt tension below optimal operating range
Lubrication Level Low
48%Automatic lubrication system level below threshold
Air Pressure Fluctuating
65%Pneumatic system pressure showing instability
Seal Failure Imminent
22%Seal integrity degraded - replacement urgently needed
Hydraulic Overheat
92°CHydraulic system temperature critically high
Gearbox Temperature Rising
82°CGearbox operating above normal temperature range
Cooling System Inefficient
68°CCooling system not maintaining target temperature
Thermal Runaway Detected
95°CRapid temperature increase detected in control cabinet
Cold Chain Break
12°CRefrigeration unit temperature exceeded safe range
Pasteurization Temperature
68°CProcess temperature below pasteurization minimum
Fermentation Temp Drift
23°CFermentation tank temperature drifting from setpoint
Pump Cavitation Detected
6.4GUnusual vibration signature indicates pump cavitation
Shaft Misalignment
9.1GSevere vibration indicates potential shaft misalignment
Belt Slippage Detected
4.2GIntermittent vibration patterns suggest belt slippage
Rotor Imbalance
7.3GVibration analysis indicates rotor imbalance condition
Line Startup Complete
Production line successfully started and running
Maintenance Complete
Scheduled maintenance completed, equipment operational
System Recovery
Equipment successfully recovered from fault condition
Scheduled Downtime
45minPlanned maintenance window in progress
Emergency Stop Triggered
0Safety system activated - machine stopped immediately
Material Shortage
18minProduction paused due to raw material depletion
Power Loss Event
32minUnexpected power interruption caused machine shutdown
Operator Break
15minMachine idle during scheduled operator break
Advanced Analytics
Comprehensive Machine Health Metrics
SenseAi Embedded delivers industrial-grade health monitoring with advanced vibration analytics and temperature sensing. Get instant visibility into machine condition with comprehensive metrics designed for predictive maintenance and reliability engineering.
- Anomaly detection with AI-powered health scores
- 3D FFT spectral evolution analysis
- Velocity trends and acceleration patterns
- Mounting surface temperature monitoring
- Trending and historical analysis



For Engineers
See the Data Behind the Insights
Unlike black-box solutions, SenseAi gives you full access to the raw data and advanced visualizations that power our AI diagnostics.
- 2D frequency spectrum with 3D waterfall visualization
- Automatic harmonic markers
- RMS Velocity (ISO 10816), peak acceleration, and crest factor trends
- Kurtosis and envelope kurtosis analysis
- Independent X, Y, Z analysis with combined XYZ vector magnitude
- Per-axis health scores and directional fault identification
Protect Your Critical Assets
Monitor the equipment where failure is most costly

CNC Spindles
Monitoring
Bearing health, runout, balance

Compressors
Monitoring
Imbalance, bearing, looseness

Pumps
Monitoring
Cavitation, bearing, seal wear

Gearboxes
Monitoring
Gear mesh, bearing, lubrication

Motors
Monitoring
All 7 health scores

Hydraulics
Monitoring
Pump health, valve operation
Calculate Your Protection Value
See the potential savings from preventing just 35% of critical asset failures.
Potential Annual Savings
$
Based on 35% reduction in unplanned failures
Optimize
Track part production, operations, and cycle times in one simple view
Maximize efficiency with real-time cycle time analysis, automated downtime tracking, and actionable insights that pinpoint exactly where production is being lost. Whether managing a single line or multiple facilities, SenseAi helps you identify bottlenecks, eliminate waste, and make data-driven decisions that directly improve throughput and profitability.
Operator View
Empower Your Shop-floor with Real-Time Production Visibility
Empower your operators with real-time machine status, instant downtime alerts, and simple tools to classify issues and create work orders on the spot. With automated notifications for unclassified downtimes and performance drops, your team can respond immediately—reducing mean time to resolution and keeping production flowing smoothly.

Downtime and Root Cause Analysis
Turn Downtime Into Insights
Unplanned stops don't have to stay a mystery. SenseAi automatically detects, classifies, and tracks every downtime event across all your machines—capturing when, where, why, and how often issues occur. With powerful root cause analysis and downtime trending, you can identify recurring patterns, quantify their impact on efficiency, and prioritize fixes that deliver the biggest gains in uptime and throughput.
Reports
Insights into Manufacturing Machine Performance
Get the full story behind your operations with comprehensive reports that track efficiency, downtime root causes, OEE trends, and shift-by-shift performance. View daily snapshots or analyze long-term patterns across weeks, months, or years. Every report includes downtime classifications, root cause breakdowns, and actionable insights—empowering your team to make data-driven decisions that boost productivity and profitability.

Track Any Equipment's Efficiency with Precision

CNC Spindles
Monitor spindle vibration, temperature, and health in real-time. Detect bearing wear, imbalance, and misalignment before catastrophic failure occurs.
Precision Machining Centers
Track machine health metrics alongside production data. Optimize preventive maintenance schedules and maximize uptime on critical equipment.


Injection Molding
Automatically capture runtime, downtimes, and root causes for every molding cycle. Receive instant alerts for extended downtimes, track efficiency trends, and optimize scheduling to maximize production runs.
Robot Arm
Track pick-and-place cycles, movement patterns, and downtime events with intelligent alerting. Identify efficiency drops, classify stoppages, and ensure your automation consistently delivers peak performance.


Press Brake
Monitor bending cycles, setup times, and operator efficiency with automated downtime tracking. Classify delays, analyze root causes, and eliminate hidden losses to boost throughput on your forming operations.
FAQ
SenseAi Embedded is an industrial-grade vibration and temperature monitoring sensor designed for harsh manufacturing environments. With its IP67-rated aluminum alloy enclosure and M12 waterproof connector, it provides advanced machine health insights including anomaly detection, health scores, vibration trends, crest factor, peak vibration, RMS, and more—alongside complete production monitoring capabilities.
SenseAi Embedded features an IP67-rated aluminum alloy enclosure for harsh industrial environments, M12 waterproof connections instead of USB-C, and includes advanced health monitoring metrics like temperature sensing, crest factor, kurtosis, FFT analysis, and velocity trends. It focuses on vibration and temperature monitoring without acoustic sensors, making it ideal for condition-based maintenance and predictive analytics in demanding applications like CNC spindles and critical rotating equipment.
SenseAi Embedded is optimized for critical rotating equipment and high-precision machines: CNC spindles, precision machining centers, industrial pumps, motors, compressors, gearboxes, bearings, and any equipment where vibration and temperature analysis are essential for preventing failures and maximizing uptime.
SenseAi Embedded requires a 12-24VDC power supply via its M12 waterproof connector. The M12 power supply can be purchased directly from our online store and ensures reliable operation in industrial environments.
SenseAi Embedded delivers comprehensive machine health metrics including: anomaly detection, health scores, trending analysis, crest factor, peak vibration, RMS (Root Mean Square), kurtosis, FFT (Fast Fourier Transform) analysis, velocity trends, and mounting surface temperature monitoring. These insights enable predictive maintenance, early fault detection, and condition-based monitoring.
SenseAi Embedded includes a precision temperature sensor that measures the temperature of the mounting surface, providing critical thermal data about your equipment. Temperature changes can indicate bearing failures, lubrication issues, misalignment, or excessive friction—giving you early warning of potential problems.
Yes. SenseAi Embedded can generate instant alerts based on vibration thresholds, temperature anomalies, health score changes, or trend deviations. These alerts can automatically trigger work orders in your CMMS or maintenance management system, ensuring rapid response to potential equipment failures.
IP67 rating means SenseAi Embedded is fully protected against dust ingress and can withstand immersion in water up to 1 meter for 30 minutes. This makes it ideal for harsh environments with coolant spray, washdown procedures, high humidity, dust, and extreme conditions where standard sensors would fail.
Installation takes less than 5 minutes. SenseAi Embedded features two strong industrial magnets for secure mounting to any metal surface. Simply attach to your equipment, connect the M12 power supply, and the sensor automatically begins collecting vibration and temperature data. IoTFlows experts will help calibrate the sensor for your specific equipment and mounting location.
Yes. SenseAi Embedded includes all the production monitoring features of standard SenseAi: utilization monitoring, production tracking, downtime root cause analysis, OEE calculation, shift reporting, and operator performance analytics. You get both machine health insights and production visibility in one industrial-grade device.
SenseAi Embedded offers the same connectivity options as standard SenseAi: connect directly to your existing Wi-Fi network, or use our secure 4G/LTE router for a completely air-gapped setup with no connection to your facility network. The 4G/LTE option is perfect for isolated environments or facilities with strict network security policies.
SenseAi Embedded is ideal for precision manufacturing, aerospace, automotive, oil & gas, pharmaceutical production, food & beverage processing, chemical processing, and any industry with critical rotating equipment where unplanned downtime is extremely costly and equipment health monitoring is essential.
Yes. SenseAi Embedded features a modern tech stack with multiple integration options: REST API, MQTT API, webhooks, and ready-to-go integrations. Pull or push data—whether raw sensor data, processed health metrics, or production insights—to your ERP, MES, CMMS, or other systems. Check our documentation or contact support@iotflows.com for integration assistance.
SenseAi Embedded includes the IP67-rated aluminum alloy sensor with industrial vibration accelerometer and temperature sensor, two strong magnets for mounting, M12 waterproof cable, and a 1-year warranty. The M12 12-24VDC power supply is available separately in our online store. Choose Wi-Fi connectivity or add our 4G/LTE router for network isolation.
By preventing even a single unplanned failure on critical equipment, SenseAi Embedded typically pays for itself immediately. Manufacturers see measurable improvements through reduced downtime, extended equipment life, optimized maintenance schedules, and the ability to plan repairs during scheduled maintenance windows rather than emergency shutdowns.
All data is protected with SHA-256 encryption during transmission and storage. Every account includes optional two-factor authentication (2FA) for enhanced security and compliance. Plus, our 4G/LTE router option provides complete network isolation for maximum security in sensitive environments.
We provide comprehensive onboarding calls, sensor calibration assistance, vibration analysis training, technical support, and ongoing guidance to ensure you get maximum value from day one. Our team helps you configure the system for your specific equipment, set appropriate thresholds, and interpret health metrics. Contact support@iotflows.com anytime for help.

