Inspection
Structured evidence review
Reason over sensor readings, visual reports, technician notes, machine history, and expected operating envelopes.
Industrial Systems
Operational reasoning for facilities, machines, and critical processes.
NARI can support industrial environments by reasoning over telemetry, machine state, inspection records, maintenance history, policy constraints, and rollback requirements before proposing operational changes.
Anomaly triage
Maintenance proposals
Inspection support
Policy limits
Rollback awareness
Industrial reasoning loop
observe telemetry, machine state, logs, inspections, and operating limits
separate normal drift, anomaly, fault hypothesis, risk, and uncertainty
prepare maintenance, repair, pause, or escalation proposals
route high-impact changes through review and rollback planning
Inspection, repair, and action under operational boundaries.
Industrial scope
Industrial AI has to preserve context, caution, and accountability.
A factory, plant, utility, or logistics environment cannot rely on unchecked recommendations. NARI is shaped to keep evidence, confidence, limits, operator authority, and review status visible before decisions affect equipment or process flow.
Anomaly triage
From signal to hypothesis
Separate noise, drift, failure indicators, safety concerns, missing context, and confidence before recommending next steps.
Maintenance
Repair proposals with context
Prepare maintenance options, dependencies, urgency, resource notes, expected impact, and review requirements.
Operations
Policy-aware action support
Keep authority, procedure, rollback, safety, and operator approval explicit before any operational change.
Governed operations
In industrial systems, confidence is never the same as permission.
NARI can mark when evidence is incomplete, stale, conflicting, outside visibility, or not strong enough for action.
Operational recommendations can include rationale, confidence, affected systems, assumptions, and review status.
High-impact maintenance or process changes can be held as operator-reviewed proposals rather than direct mutations.
Rollback awareness keeps repair, pause, escalation, and recovery paths visible before execution.
Deployment fit
Industrial environments can use narrow expert brains and broader coordinators.
Nano
Machine or process expert
A bounded domain brain for one machine, controller, sensor class, inspection flow, or facility process.
Nexus
Operational coordinator
A broader layer for tools, maintenance records, operators, policies, schedules, and multiple expert brains.
Human review
Authority stays explicit
NARI can propose and explain, while operators retain approval for high-impact changes.