We do not replace SCADA or PLCs
In critical industrial operations, the first condition is not to introduce a new dependency inside the control loop. The OrvixLabs layer starts read-only over historians, gateways, OPC-UA or available APIs. Sensors, PLC/RTU and SCADA continue operating as they do today; if the intelligence layer stops, industrial control continues.
Three responsibilities, three engines
CASANDRA finds patterns, correlations and candidates across multiple signals. METIS forces alternative explanations and tests that can distinguish them. CERBERUS verifies which hypothesis survives the evidence, what contradicts it and what data is missing. No engine concentrates discovery and certification.
From isolated alarms to verifiable hypotheses
Pressure, flow, temperature, vibration, equipment states and events can be analyzed as a whole. The output is not “AI says it is a pump”: it is a hypothesis with supporting signals, rival explanations, contradictions and observations that could discriminate between them.
Shadow mode and baseline
Before influencing operational decisions, the system can run in parallel and compare its hypotheses against known incidents, human diagnoses and real outcomes. Detection time, false alarms, missing information and explainability are measured against a baseline.
The operator keeps the decision
The first phase is advisory. The control room receives prioritized hypotheses, evidence, uncertainty and recommendations. A suggestion does not become a physical action merely because it came from a model or a group of engines.
Design for failure of the intelligence layer itself
Gateways, networks, models and sources can fail. The system must distinguish stale from current telemetry, declare loss of coverage and degrade safely. Missing data is not completed through silent inference.
Automation only after it is demonstrated
A function can evolve from observation to HITL and eventually to bounded partial automation. Each step requires a baseline, metrics, failure tests, explicit permissions and a rollback path.
Beyond Oil & Gas
The same architecture can be used in energy, mining, industrial maintenance and process plants. Signals, catalogs and authority boundaries change; the separation between discovery, adversarial challenge, verification and human decision remains.