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Industrial monitoring Agents for sensor data. Catch anomalies, regressions, and drift across every machine on your floor.
01 Deploy monitors with a sentence. Describe a pattern you want to flag. Cliff will analyze your data, draft a monitor, backtest it against your history, and deploy it live.
Signal
analyzer-03
Signal
analyzer-07
Logic
rail_5v
Logic
dark_current
Logic
rail_sagging
Logic
optics_fouling
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Aug 28, 02 PMAug 30, 02 PM
block_temp_clid_temp_cpeltier_current_aflow_ul_minstepper_current_a
analyzer-07 · 5 fields · 48h · normalized per series
Which analyzers are trending badly, and why?
analyzer-07 is the one to watch. Block and lid temperature have climbed together over the last two days while peltier current sits near its ceiling — the cooler is working harder to hold setpoint, which usually precedes an optics-fouling drift. Flow and stepper current are steady, so it isn't fluidics.
called 3 tools
02 Talk to your data. Ask why a machine is underperforming. Cliff can analyze its trend data and form a hypothesis.
03 Integrate in an afternoon. Point Cliff at whatever data stream you already have. It reads the payload, infers the shape, and starts watching.
HTTP Any endpoint that returns JSON Push or pull data from custom endpoints using our SDK.
HISTORIAN OSIsoft, Ignition, InfluxDB Backfill years of history, then stream forward from the same connection.
BROKER MQTT and OPC UA Cliff connects directly to MQTT brokers, and supports edge drivers for OPC UA.
Get in touch. Tell us what you are running and we will connect one machine with you.
Cliff 2026
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