Case Studies
Real-world examples of how SeeWise.AI delivers value and drives success for our clients.
AI-Driven Machine Zone Safety with PLC Interlock
Real-Time Furnace Monitoring for Optimal Heat Cycles
AI-Powered Truck Movement and Loading Visibility
Vision AI for PPE and Shopfloor Safety Compliance
AI-Driven Machine Zone Safety with PLC Interlock
100% real-time machine safety automation
Zero machine operation during human presence
Full audit trail for safety and compliance events
A leading beverage manufacturing facility needed a reliable way to prevent human entry into active machine zones during automated operations. High-risk areas such as palletization and stretch-wrapper zones required immediate intervention to eliminate accidents caused by unintended machine motion.
The Challenge
Automated packaging machines continue operating unless explicitly stopped, creating serious safety risks when operators enter machine zones. Existing safety processes relied heavily on manual lockout–tagout methods, which were prone to delays and human error.
Key challenges included:
- No real-time detection of human presence
- Risk of injury from unintended machine motion
- Manual safety protocols frequently bypassed
- Poor coordination between operator movement and machine logic
The SeeWise AI Solution
SeeWise deployed an AI-driven safety system using existing CCTV cameras and direct PLC integration to enforce real-time human–machine interlocks.
The solution enabled:
- AI-based detection of human presence in restricted zones
- Continuous monitoring of machine key signals
- Instant PLC signal writes to halt machine operation
- Automatic machine resume once the area is verified safe
- Centralized logging and monitoring through the SeeWise platform
How It Works
- Cameras monitor machine entry points and operator zones
- SeeWise AI detects human presence in active machine areas
- A real-time stop signal is sent directly to the PLC
- Machine motion halts immediately to prevent hazards
- Operations resume only after the zone is cleared
Impact
- 100% real-time machine safety automation on the shopfloor
- Prevention of machine operation during human presence
- Enforced strict human–machine interlock compliance
- Complete audit trail of entry and stop events
Business Value
- Reduced near-miss incidents and injury risk
- Improved SOP adherence and safety compliance
- Strengthened safety culture across shifts
- Minimized downtime caused by safety violations
Case Study Snapshot
- Category:
Machine Zone Safety - Industry:
Manufacturing / Packaging - Impact:
100% real-time machine safety automation
Real-Time Furnace Monitoring for Optimal Heat Cycles
Real-time view of furnace status
5% downtime reduction
3–4% power savings
An industrial metals manufacturer needed better visibility into furnace performance to control heat cycles, avoid overheating, and minimize wasted energy. Operators lacked real-time insight into idle vs active states and cycle efficiency.
The Challenge
- No real-time view of furnace status and utilization
- Difficulty correlating energy consumption with production output
- Manual logging of heat cycles and parameters
- Unplanned downtime due to inconsistent furnace behavior
The SeeWise AI Solution
SeeWise deployed an AI-based furnace monitoring system connected to existing cameras and signals. The system tracks every heat cycle, identifies idle time, and correlates operating states with energy use and production.
Key capabilities:
- Automated tracking of furnace active, idle, and anomaly states
- Visualization of heat cycle duration and deviations
- Alerts on abnormal patterns and extended idle states
- Dashboards for shift-wise and daily performance
Impact
- 5% reduction in furnace-related downtime
- 3–4% reduction in power usage
- Higher predictability of furnace performance
Business Value
- Lower energy costs per ton produced
- Improved planning for maintenance and production
- Better visibility for operations and management teams
Case Study Snapshot
- Category:
Furnace Monitoring - Industry:
Metals / Manufacturing - Impact:
5% downtime reduction and 3–4% power savings
AI-Powered Truck Movement and Loading Visibility
Automatic detection of trucks
Real-time status tracking
Reduced manual tracking
A large manufacturing plant with multiple loading bays struggled to track truck arrivals, loading times, and yard congestion. Manual logging and radio communication led to delays and limited visibility for planning.
The Challenge
- No central view of which trucks are at gates, bays, or waiting
- Unclear loading and turnaround times per vehicle
- Manual coordination across security, operations, and dispatch
- Frequent yard congestion and demurrage risk
The SeeWise AI Solution
SeeWise used existing yard and gate cameras to automatically detect trucks, track their movement, and calculate dwell time at each stage of the process.
Key capabilities:
- Automatic detection of trucks at entry, bay, and exit
- Real-time status of each vehicle (waiting, loading, completed)
- Analytics on average loading times and bottlenecks
- Alerts for trucks exceeding allowed waiting or loading time
Impact
- Improved yard throughput and loading efficiency
- Reduced manual tracking and follow-up calls
- Earlier detection of bottlenecks and delays
Business Value
- Lower demurrage risk and penalties
- Better SLA adherence with logistics partners
- More predictable shipping and dispatch planning
Case Study Snapshot
- Category:
Truck Yard Analytics - Industry:
Logistics / Manufacturing - Impact:
Higher yard throughput and reduced manual tracking
Vision AI for PPE and Shopfloor Safety Compliance
Real-time PPE detection
Zone-wise compliance dashboards
Alerts for violations
An automotive components manufacturer wanted to strengthen PPE adherence and on-floor safety without relying only on manual supervision. Safety teams needed better visibility into compliance across shifts and zones.
The Challenge
- Inconsistent PPE usage across different shifts and contractors
- Manual audits that captured only a small sample of real activity
- Limited traceability for repeated non-compliance incidents
- Difficulty measuring effectiveness of safety training
The SeeWise AI Solution
SeeWise deployed a PPE detection solution using existing CCTV cameras across critical shopfloor zones. The system automatically identifies workers and checks for required PPE like helmets, jackets, and shoes.
Key capabilities:
- Real-time detection of PPE compliance vs non-compliance
- Zone-wise and shift-wise compliance dashboards
- Alerts for repeated violations in sensitive areas
- Historical trend analysis for safety KPIs
Impact
- Higher PPE adherence across operators and contractors
- Early identification of risky zones and behaviors
- More targeted safety interventions and training
Business Value
- Reduced incident risk and near-miss events
- Stronger safety culture and compliance reporting
- Better readiness for customer and regulatory audits
Case Study Snapshot
- Category:
Worker Safety Compliance - Industry:
Automotive / Manufacturing - Impact:
Improved PPE adherence and reduced safety violations