Case Study
Enhancing Industrial Safety with AI Video Analytics for a Leading British Heavy Equipment Manufacturer
40–60%
Reduction in safety violations
30–40%
Faster incident response time
25–35%
Reduction in manual monitoring effort
Background
A leading British manufacturer of construction and agricultural equipment operates large-scale production facilities with complex shopfloor environments involving welding, grinding, heavy lifts, and material handling. Ensuring adherence to safety protocols across such dynamic environments is challenging, especially when relying on traditional monitoring systems.
To strengthen workplace safety and minimise operational risk, the organisation explored AI video analytics to transform passive surveillance into an intelligent, proactive capability. Tata Elxsi was engaged to deploy its IRIS AI-driven video analytics platform to enable continuous monitoring, automated violation detection, and real-time insights for factory operations.
Challenge
The manufacturer faced several barriers in scaling safety monitoring across the plant:
- Inability to monitor multiple camera feeds simultaneously
- Delayed identification of critical safety violations
- Limited enforcement of PPE compliance and safety procedures
- High effort in manual video audits and post-incident investigations
- Lack of actionable insights and centralised reporting
Difficulty tracking recurring risk patterns across production zones
The complexity of operations further demanded a solution capable of accurately detecting nuanced real-world scenarios including unsafe welding exposure, improper handling of suspended loads, and proximity risks near heavy equipment.
Solution
Tata Elxsi deployed its IRIS AI-powered video analytics platform, enabling real-time video analytics for industrial safety monitoring.
The system ingests live feeds from IP surveillance cameras and applies deep learning models to detect unsafe behaviours, classify actions, and trigger alerts. A centralised dashboard provides visibility into violations, while LLM-enabled capabilities enhance contextual understanding and reporting.
The solution was architected for flexible deployment across on-premise GPU infrastructure or cloud environments, ensuring scalability and data security



Business Impact
The deployment of Tata Elxsi’s AI video analytics software delivered measurable improvements across safety operations:
- 40–60% reduction in safety violations through proactive detection of unsafe behaviour
- 30–40% faster incident response time driven by real-time alerts and automated escalation
- 25–35% reduction in manual monitoring effort, freeing supervisors for higher-value tasks
- Improved compliance visibility with 100% traceable, timestamped violation records
- Significant enhancement in worker safety awareness due to continuous monitoring and alerts
These outcomes enabled the organisation to shift from reactive incident management to a predictive, risk-driven safety model.
Explore Tata Elxsi’s AI video analytics platform to learn how intelligent video analytics can transform safety and operational efficiency.
Services Rendered
- AI Video Analytics
- Worker Safety Monitoring
- PPE Compliance Detection
- Real-Time Alerting
- Computer Vision Engineering
- Safety Analytics & Reporting
- Edge & Cloud Deployment
- Smart Factory Safety Solutions



