Eliminating the "Silent Killer": AI/ML-Powered Precision in Dry Snacks Manufacturing
The Challenge: The Hidden Cost of Excess Give Away (EGA)
In the manufacturing of dry snacks, Excess Give Away (EGA) can be a hidden profit killer. Companies risk losing significant revenue if this metric is not monitored accurately and controlled in real time. Money is lost the moment an overfilled package leaves the production line, making a reactive approach ineffective. Real-time visibility is not just an advantage; it is essential.
The Triniti Solution: Real-Time Visibility & Autonomous Control
Triniti has engineered an integrated solution that bridges the gap between machine data and shop-floor action. We ensure data flows smoothly from packaging machines to live visuals, so teams can move from guesswork to precision.
Key Features of the Infrastructure:
- IIoT-Connected Shop Floor: Integration of packaging machines via Smart Network Switches and Gateways for seamless data flow.
- Live Operator Feedback: Dashboards on the floor enable operators to monitor and make rapid course corrections.
- Historical Performance Analytics: Deep visibility into MTBF and MTTR trends facilitates proactive maintenance and availability.
- Autonomous AI Control: Advanced ML-based machine control stabilizes performance and reduces operator dependency.

Strategic Performance Gains
Currently operational at a global FMCG leader, our solution is already delivering measurable business outcomes:
- Consistent OEE Growth: Overall Equipment Effectiveness shows a steady upward trajectory through active monitoring.
- Significant EGA Reduction: Proactive tracking of product weight distribution has drastically decreased overfilled packages.
- Optimized Material Tracking: Machine-wise and shift-wise tracking has resulted in a clear reduction of laminate and packaging waste.
- Equipment Performance & Quality Improvement post implementation, due to active monitoring & course correction.
The Solution In the Client's Words: Industry Experts Weigh In
Working with industry leaders, we've set new benchmarks for digital transformation in manufacturing.
Start the Transformation
Don't let EGA impact your bottom line. Connect with us to improve performance and reduce waste with Triniti’s IIoT solutions.
