KEZEL

Condition monitoring beside the plant historian.

Run anomaly models beside the historian and sensor stores. The agent initiates its connections, with egress destinations controlled by the plant's firewall rules.

?vibration anomaly score, line 3, this shift?
Precision manufacturing equipment behind an observation window

The loop runs at the plant's data layer.

Models read the local historian. Supervisors inspect the resulting scores and maintenance queue inside the plant environment.

stage 01

Capture

Sensors write to the historian: vibration, temperature, throughput.

data stays at the plant's data layer

stage 02

Score

Anomaly models run beside the historian and attach a reason to every flag.

Analytics scores in place

stage 03

Queue

Anomaly scores order the maintenance queue, with the reason attached to each flag.

stage 04

Intervene

The maintenance team records the intervention and its trigger in the local workflow.

stage 05

Review

Shift review reads scores against outcomes, and thresholds adjust for the next cycle.

scores are reviewed against observed outcomes

agent egress stays under your firewall rules · restricted and air-gapped patterns are a design target

What a shift supervisor wants scored.

?vibration anomaly score, line 3, this shift?

Scores computed beside the sensor stores, with the reason attached to each flag.

Analytics · anomaly scoring

?which lines need maintenance attention first?

A ranked queue across lines, ordered by score, explained per item.

Analytics · attention queue

?throughput against plan, per shift?

Compare current historian readings with planned throughput for the shift.

Analytics · live views

Where the agent sits.

KEZEL · DEPLOYMENT · MANUFACTURING

agent
beside the plant historian
components
Orchestration + Analytics
network
no inbound ports · egress under your firewall rules
patterns
restricted and air-gapped · design target

Restricted and air-gapped patterns are a design target. Shipped today: outbound-only connections over TLS 1.3, initiated by the agent.

Show us the data you are not allowed to move.

Tell us which systems you use and what you need to do. We’ll walk through a demo, then plan a pilot with your security team.