Devaaru
Operations Efficiency Agent
Case Study

Operations Efficiency Agent

Detects bottlenecks from logs/ERP/energy data, explains anomalies and recommends actions—with weekly KPI digests.

OperationsAnalyticsAnomaly DetectionLLM

The Challenge

Business Challenge

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

What We Built

Our Solution

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

Capabilities

Key Capabilities

Data connectors (PLC/SCADA exports, ERP CSVs, energy sensors)

Statistical + ML anomaly detection

Correlation analysis (shift, line, product, supplier)

LLM explanations & action recommendations

Weekly KPI digests and alerting

The Outcome

Measurable Results

15–30% reduction in downtime/energy waste (typical pilots)

Faster RCA with correlated signals and narratives

Standardized ops reporting across plants/lines