Bearing Wear Detection
Aura Production monitors vibration signatures on rotating equipment. When micro-changes in vibration frequency indicate early bearing degradation, the system flags it days before catastrophic failure.
Aura Production by Archotec AI - autonomous cognitive monitoring for industrial environments. Predicts failures before they happen. Runs entirely on-premise.
Traditional factory software analyzes data.
Aura Production understands your factory.
Break at new situations
Hard-coded thresholds can't adapt. A 5% temperature variance that's normal in summer triggers false alarms in winter.
Too slow for real-time
500ms+ latency. By the time cloud processes your data, the turbine has already failed.
Show problems after damage
Beautiful charts that tell you what broke yesterday. Not what will break tomorrow.
No explainability
"Something is wrong" isn't actionable. Your engineers need to know exactly which bearing, which motor, which seal.
Aura Production solves all of this.
Undetected bearing wear leading to catastrophic turbine destruction
Compressor failure cascading through entire production line
Thermal runaway destroying motor assemblies and control systems
Gas leak detection 47 minutes faster than legacy sensors
Based on actual incidents from facilities without cognitive monitoring
100% on-premise. Zero cloud. Full data sovereignty.
Aura Production brings the same cognitive architecture as Aura Home to industrial environments. It monitors equipment, predicts failures, detects anomalies, and optimizes processes -- all locally, without cloud dependencies or data leaving your facility.
Uses active inference to model equipment behavior and predict failures before they happen -- not just alert after breakdowns.
Vibration, temperature, pressure, acoustic, current, flow rate -- Aura Production reads your equipment through dozens of sensor channels simultaneously.
All AI computation stays within your facility. No cloud. No external APIs. Meets the strictest data sovereignty and compliance requirements.
Each machine, each process line learns independently. Updating motor knowledge does not affect compressor knowledge. Zero catastrophic forgetting.
Sensors stream real-time data: vibration, temperature, pressure, acoustics, electrical current. Aura builds a semantic observation vector for each equipment unit.
Context-indexed beliefs about each machine update independently. The system compares predicted sensor readings with actual observations. Prediction errors trigger attention.
Semantic distress scoring compares sensor patterns to learned failure prototypes. Soft thresholds via sigmoid functions -- no brittle hard-coded alarms.
The system acts from beliefs, not raw thresholds: alert operators, adjust process parameters, schedule maintenance, or trigger emergency shutdowns autonomously.
Detect bearing wear, motor degradation, and seal failures days before they cause downtime.
Monitor heat signatures across equipment to catch overheating, coolant failures, and thermal runaway.
Learn optimal operating parameters for each production line and suggest adjustments to maximize output quality.
Gas leaks, pressure spikes, vibration thresholds -- real-time safety monitoring with autonomous emergency response.
Each machine gets a continuous health score based on belief state. Maintenance teams see exactly which equipment needs attention.
Runs on isolated networks with zero internet dependency. Perfect for classified, regulated, or high-security facilities.
Each scenario shows how Aura Production detects, predicts, and acts -- before equipment fails and before people get hurt.
Aura Production monitors vibration signatures on rotating equipment. When micro-changes in vibration frequency indicate early bearing degradation, the system flags it days before catastrophic failure.
Monitors temperature gradients across equipment in real-time. When heat buildup deviates from the learned thermal model, Aura acts before overheating causes damage or fire.
Acoustic and chemical sensors feed Aura's semantic distress scoring. The system distinguishes between normal process sounds and the acoustic signature of a leak -- even small ones that conventional detectors miss.
Aura tracks pressure dynamics across your hydraulic, pneumatic, and process systems. It learns normal pressure profiles and detects deviations that indicate valve failures, blockages, or seal degradation.
Monitors electrical current signatures to detect motor winding degradation, phase imbalance, and harmonic distortion before they cause equipment damage or production quality issues.
In facilities where air quality is critical -- clean rooms, paint booths, food processing -- Aura monitors airflow, particle counts, and filter differential pressure to ensure compliance and safety.
Aura Production monitors sorting line conveyor systems, incinerator temperatures, emissions scrubbers, and compactor hydraulics. It learns the normal operating profiles of each waste stream and detects anomalies that indicate contamination, equipment degradation, or compliance violations.
Aura monitors inverter performance, panel temperature gradients, string current imbalances, and soiling patterns across solar installations. In desert environments where dust and extreme heat degrade output, Aura detects degradation invisible to standard SCADA systems.
Aura monitors climate control systems, nutrient delivery, irrigation pumps, and grow-light arrays in controlled environment agriculture. It learns each crop cycle's optimal parameters and detects deviations that threaten yield before visual symptoms appear.
Aura monitors reverse osmosis membrane performance, high-pressure pump systems, pre-treatment chemical dosing, and energy recovery devices. In the Gulf region where desalination provides 90%+ of drinking water, equipment reliability is a matter of public safety.
Assembly lines, CNC machines, robotics cells. Predict tool wear, optimize cycle times, reduce scrap rates.
Pipeline monitoring, compressor health, refinery safety. On-premise operation meets strict compliance requirements.
Turbine monitoring, grid equipment health, transformer diagnostics. Prevent outages before they cascade.
Clean room monitoring, batch process control, cold chain integrity. GMP-compliant autonomous oversight.
No cloud dependency. Millisecond response time.
Vibration, temperature, pressure, acoustics, current
On-premise processing unit
Active Inference belief updates
Autonomous actions & alerts
Enter your numbers. See what Aura Production saves.
Based on average 45% downtime reduction across pilot deployments
The human layer is the weakest link. We make it the strongest.
Most companies get breached not because of bad code — but because one employee clicked a phishing link or opened a malicious attachment.
Aura Production includes built-in real-time Social Engineering Defense that watches every action and stops social engineering attacks before they happen.
Instantly analyzes emails and links when an employee opens suspicious messages or clicks potentially dangerous URLs.
Automatically blocks risky actions and prompts confirmation before any potentially harmful operation is executed.
Learns the normal behavior patterns of each employee and flags deviations that could indicate compromised accounts.
Complete audit log of all flagged actions with instant notifications to your security team for rapid response.
While other AI tools only react after the damage is done — Aura Production prevents the attack at the human layer.
Coming 2026
See exactly how much downtime is costing your facility -- then eliminate it.