MacroKinetic In Practice
Real environments. Real conditions. The AI systems shown here are deployed and operating — built around specific production problems, not generic product demos.
Precision detection at production speed
Reducing defects in wire harness manufacturing
AI monitors inspector behaviour in real time against the defined procedure — detecting skipped or non-compliant actions and triggering immediate alerts. Every step, every unit.
- Consistent inspection quality across all shifts
- Automated SOP compliance verification
- Full video traceability linked to production records
- Integrated with MES
Label verification and foreign object detection
Automated detection of connectors, cable ties, labels, brackets, and foreign objects — including same-colour tape and special safety label verification, at full production speed.
- 14 QC staff reduced to 3 with zero accuracy compromise
- Foreign object detection with confidence scoring
- Same-colour component differentiation
- Special safety label print verification
Automated inspection for hydraulic cylinder steel tubes
Complete automated inspection solution with specialised lighting, automated station, and interactive terminal. Defects invisible to the human eye are reliably detected.
- Scratch detection from 0.1mm width
- Sand hole identification from 0.1mm diameter
- Labour reduced from 5 operators to 1
- Zero fatigue, zero shift-to-shift variance
Continuous compliance for food manufacturing
In food manufacturing, compliance isn’t a quarterly audit — it’s every person, every entry point, every shift.
Food manufacturing safety and hygiene monitoring
AI monitors stairway handrail compliance, hygiene entry SOPs, and PPE standards for a globally recognised food manufacturer — reducing recurring safety incidents and building a continuous, auditable compliance record across every shift.
- Stairway handrail monitoring — recurring incidents largely eliminated
- Hygiene entry SOP: lint-roller, shoe cleaning, handwashing — step-by-step AI verification
- PPE and workwear compliance across all production zones
- Safety scoring and incident reporting — shift-level dashboards
Step-by-step hygiene entry SOP verification
AI detects each required hygiene entry step individually — lint roller clothing clean, shoe sole cleaning, and handwashing — in sequence. Personnel who skip a step are alerted before they can enter the production area. Every event is timestamped.
- Lint roller, shoe clean, handwash — each step detected separately
- Alert raised immediately on missed step — before entry
- Every entry event logged with timestamp
- Auditable compliance evidence for BRC and retailer audits
AI-verified handrail compliance on factory stairways
Voice-only prompts at stairways had failed to prevent recurring incidents. AI detects each individual’s handrail contact in real time, triggers an immediate audio alert at the location, and links the incident to a compliance record. Incidents largely eliminated following deployment.
- Real-time handrail contact detection per individual
- Immediate audio alert at the stairway location
- Individual compliance scoring and shift-level safety reporting
- Incidents largely eliminated — voice-only alerts had not achieved this
Site-wide safety that doesn’t depend on supervisors
Site-wide safety and PPE compliance
Continuous monitoring of hard hat compliance, workwear standards, zone access control, and pedestrian safety across the entire facility — with live dashboards and daily incident summaries.
- Real-time hard hat and workwear detection
- Unauthorised vehicle zone entry alerts
- Human pose and motion analysis
- Pedestrian crosswalk and safety corridor compliance
Pedestrian safety and crosswalk compliance
AI monitors pedestrian movement across factory and logistics environments — detecting crosswalk non-compliance, unsafe zone entry, and unsafe movement patterns. Alerts are raised in real time without requiring a supervisor to be watching the camera.
- Crosswalk and safety corridor compliance detection
- Real-time alerts on unsafe pedestrian movement
- Human pose and motion analysis across monitored zones
- Configurable alert thresholds per zone and environment
The same capabilities, different environments
The same underlying AI monitoring — PPE compliance, SOP verification, zone access, safety detection — applies in environments beyond manufacturing. Each is assessed individually.
Healthcare facilities
Staff PPE monitoring, hygiene SOP verification, restricted zone access, and stairway safety — applicable as operational compliance monitoring in clinical environments. MacroKinetic does not offer clinical or regulated medical device functions; any healthcare application is assessed as staff and facility compliance monitoring only.
Warehouses and logistics
PPE compliance across large-footprint sites, pedestrian and vehicle zone separation, forklift safety corridors, and access control — manufacturing-grade safety monitoring applied directly to warehouse and distribution environments.
Museums and visitor spaces
Visitor proximity to sensitive exhibits, access to restricted areas, and staff compliance monitoring — operational AI vision for cultural and public spaces. Monitoring is operational and non-biometric; it does not involve identification of individual visitors.
Childcare environments
Staff compliance monitoring, zone access control, and entry/exit safety — applicable as operational facility monitoring for staff only, not for monitoring children. MacroKinetic treats childcare deployments as requiring individual data protection assessment before any scope is agreed.
Have an environment in mind? Tell us about it. Every deployment starts with understanding your specific conditions — not a generic demo. You can also read the industrial AI FAQ for detailed answers about how this technology applies across sectors.