From scattered signals to better decisions.
Connect once. Harmonize once. Use everywhere. One data foundation for every site, then AI and outside signals on top of it.
One data foundation, then AI on top.
Connect every site at low cost.
An edge device, read-only and outbound only, with nothing installed on your PLCs. We read the PLC directly, often Siemens S7 or Modbus, or use the SCADA's own OPC UA, database or export. Each site is mapped once, and the next site of the same type reuses that model, so most of its mapping is already done. The data is prepared once and reused by every application, instead of each AI project starting again from raw signals.
Find problems before they cost you.
Anomaly detection, SPC control limits and health scores on each site's own history, compared across the fleet. Failure models per failure mode show remaining useful life and the cost-optimal time to replace, and root cause analysis shows why a stop happened. Each finding arrives with the signals behind it, so an engineer can check the reasoning instead of trusting it.
Run every site with prices and weather in view.
Combine site data with energy prices, weather forecasts and other outside signals to time production, energy use and maintenance. Recommendations go to your team, and can feed your planning tools through an export or API we agree with you.
- Asset identityOne name for each asset, whichever system reports it.
- Measurement meaningWhat a tag measures, not just its address.
- Units and scaling°F, scaled integers and vendor units converted to one unit.
- Timestamps and ratesEvery value on one clock, with its original sampling rate kept.
- Source keptEvery value keeps its original tag, raw value and conversion.
- Checked on arrivalUnits and valid ranges are checked as data arrives. A value that fails is set aside with the reason, not passed on.
Three sites, three vendors, one answer
Example: the same temperature at three sites, reported three ways, becomes one comparable reading.
| Site tag | Raw value | Conversion | Common value |
|---|---|---|---|
| TT101_PV | 38.4 °C | none | 38.4 °C |
| T_Reactor1 | 101.12 °F | (−32) × 5/9 | 38.4 °C |
| AI_0417 | 384 | × 0.1 | 38.4 °C |
Connects over Siemens S7, Modbus, OPC UA, EtherNet/IP, DNP3, IEC 61850, MQTT and HTTP. Read-only, with no software on your PLCs. Runs at the edge, on-premises or in the cloud, with no forced cloud migration: your data does not have to leave the plant to be useful. See the full architecture →
Where are your sites losing value today?
A focused first engagement, measured against your own baseline.
- We map your first sites with your team. Each new site reuses that mapping.
- We agree one outcome and a baseline to measure against.
- We connect read-only and check every signal against your HMI.
The assessment is a fixed-scope first step. Your first site shows results in 2 to 4 weeks, and you decide on rollout after you see them.