Industrial Intelligence Systems · Frequently asked questions

It is a family of industrial-intelligence systems for Oil & Gas, mining and plants that relates telemetry, energy, asset condition and maintenance without taking over the critical control loop.

Non-intrusive reading of pressure, temperature, flow, vibration, alarms, equipment state and historical events. CASANDRA expands patterns and candidates; METIS confronts rival explanations; CERBERUS verifies what the evidence supports. Operation starts in advisory mode outside the control loop. Initial scope is advisory and outside the control loop. Data access, frequency, quality and acceptance criteria are reviewed with operations teams. The system can support inspection or analysis decisions, but does not autonomously authorise manoeuvres or guarantee anticipation of every failure in a complex process.

The same architecture can combine distributed assets, internal transport, pumping, ventilation, energy, environmental conditions, operational location and equipment states. When the domain needs a wider physical representation, ARGOS contributes environmental perception and context. The objective is to detect degradation, conflicts and dependencies before they become incidents or downtime. Outputs may identify assets or dependencies worth inspecting and the evidence behind the priority. Operational and safety decisions remain with responsible people. Validation starts in observation using authorised sources, without granting a model independent control over ventilation, equipment or critical procedures.

For metalworking, process plants and factories with many machines: motors, vibration, temperature, electrical consumption, demand peaks, idle time, lighting, HVAC, availability and condition-based maintenance. The system builds a coherent view of connected assets instead of turning every sensor into an isolated alarm. Assets and observable criteria are agreed before expansion. Evaluation can examine availability, consumption and alert usefulness without promising universal savings or predictions. Integration includes the team's knowledge in interpretation rather than displacing it with an automatic recommendation.

The intelligent layer can recommend schedules, detect abnormal consumption, anticipate failure, prioritize maintenance and propose operational changes. Physical actions are enabled by policy and criticality. Lighting, auxiliary motors and process shutdowns do not share the same authority level. Authorised actions within agreed scope need observable results and records. A sent request is not completed operation. The platform integrates with plant procedures to support explainable decisions, not create a second, hidden authority over the installation.

If the OrvixLabs layer stops, existing industrial control continues. That property is deliberate: observe first, demonstrate value second, enable bounded capabilities only when evidence justifies it. Automation is earned, not assumed. Evaluation covers source loss, cognitive-layer interruption and recovery. It checks what keeps working and how records resume. Automation is enabled in stages using observed evidence. Continuity is not demonstrated by a sales claim; it belongs in the installation's acceptance process.