Agents

Tracks bearing vibration on rotating equipment and predicts failures with ISO 10816 thresholds.

Generates lubrication tasks based on runtime hours and manufacturer recommendations.

Two-way sync between Facilis work orders and your CMMS (eMaint, Fiix, Maximo).

Monitors inventory thresholds and drafts purchase orders before stockouts.

Median absolute deviation outlier check on streaming sensor data. No model training required.

Pre-trained autoencoder anomaly detection running locally. Detects unknown unknowns without LLM round-trips.

Frequency-domain analysis for rotating equipment. Detects bearing harmonics and gear mesh frequencies.

Statistical process control charts with auto-detection of Western Electric rule violations.

Correlates defect spikes with raw materials, parameters, batches, and operators.

Builds full forward and reverse genealogy for any batch on demand.

Western Electric rules executed at the edge with sub-50ms latency. Runs inline on tag streams without round-tripping to cloud.

Cumulative sum control chart for slow process drift. Detects subtle shifts SPC misses.

Exponentially weighted moving average smoother with configurable alpha. Reduces alarm noise.

Validates incoming sensor data against schema, range, and freshness rules before downstream processing.

Verifies clean-in-place cycles meet temperature/conductivity/time spec with sub-second confirmation.

Auto-generates shift transition briefs with OEE, downtime, quality, and open items.

Investigates every line stop and writes a structured root-cause report.

Walks operators through SKU changeovers with checklists and parameter sets.

Time-series forecasting with seasonal decomposition. Trained on-edge with last 90 days of local history.

Aggregates raw 10Hz tag streams to 1-minute means/min/max before forwarding to central. Cuts WAN traffic 95%.

Streams local InfluxDB data into a downstream Iceberg lakehouse. Runs as a sidecar at the edge.

Drops or aggregates tags exceeding configured rate ceilings to protect downstream systems.

Establishes energy baselines per shift and flags anomalies in real-time.

Overnight pressure decay analysis runs at the edge during idle windows.

Identifies nuisance alarms and recommends deadband or delay tuning.

Tracks open permits and escalates if a permitted area shows unexpected activity.

Sends Slack/email notifications directly from the edge for time-critical alerts that can't wait on WAN.

Monitors local edge agent health, restarts adapters that miss heartbeats, alerts on persistent failures.

Auto-generates FDA-compliant audit trail entries from operational events.