Operations Efficiency Agent

Problem

Root-cause analysis across machine logs, energy meters and ERP exports is fragmented; insights arrive late or not at all.

Solution

Streaming/batch ingestion + anomaly detection + LLM explanations. Correlates signals (downtime, scrap, energy spikes) and proposes actions with impact estimates.

Results

• 15–30% reduction in downtime/energy waste (typical pilots)
• Faster RCA with correlated signals and narratives
• Standardized ops reporting across plants/lines