AI Maintenance Command Center
Integrative AI Maintenance
From equipment issue to RCA, recommendation, DSR, and action - with evidence.
Connect equipment hierarchy, alarms, tickets, SOPs, RCA history, DSR, recommendations, reports, and notifications into one guided maintenance workflow. Not another dashboard: a traceable path from issue detection to resolution.
Guided maintenance workflowWhat needs attention. Why it matters. What happens next.Bring the equipment, evidence, action owner, and follow-up report into the same work record.
Why Maintenance Teams Struggle
The information needed to act is rarely in the same place.
Maintenance data is scattered
SCADA alarms, Excel logs, manuals, tickets, and RCA notes are disconnected.
Troubleshooting depends on people
Engineers spend time searching old issues and SOPs before they can act.
Reports are manual
DSR, downtime reports, and RCA summaries are prepared by reconstructing the story.
Repeated failures are missed
The same equipment and component failures repeat without an early, evidence-backed action.
Product Flow
From alarm to action - one traceable workflow.
Every step keeps the equipment, component, evidence, recommended action, owner, and follow-up record connected.
- 01Detect issue
Capture the alarm, anomaly, ticket, or technician observation that needs attention.
- 02Identify equipment
Open the equipment and component record with site, line, state, occupancy, and history.
- 03Find similar failures
Surface repeated alarms, past tickets, previous actions, and related RCA records.
- 04Search SOP/manual
Find relevant procedures, manuals, and technician notes for the specific context.
- 05Generate RCA draft
Prepare a reviewable RCA draft that links cause hypotheses to supporting evidence.
- 06Recommend action
Define checks, priority, risk if ignored, and the next recommended maintenance action.
- 07Assign and track ticket
Assign an owner, record work logs, monitor status, and keep the closure trail.
- 08Generate DSR/report
Prepare a Daily Service Report, shift summary, and pending-action view from the workflow.
- 09Measure effectiveness
Review recurrence, action feedback, and whether the issue signals have resolved.
What Is Inside the Command Center?
Six connected modules for the maintenance work that follows an issue.
Equipment Health Console
Live equipment and component condition, open tickets, health score, recent alarms, and maintenance history in one context.
Maintenance Ticket Workspace
Breakdown, preventive, predictive, and inspection tickets with assignment, priority, work logs, RCA, and closure audit.
AI RCA Assistant
Find similar failures, SOP references, likely causes, and draft RCA with the evidence an engineer can review.
Prescriptive Recommendations
Convert repeated alarms and anomalies into recommended checks, actions, risk context, and follow-up feedback.
DSR and Shift Summary
Generate daily service reports, pending actions, equipment-down summaries, and shift handover notes from maintenance activity.
Reports, Alerts & Subscriptions
Configure report views, planned schedules, notification rules, critical-ticket follow-up, and escalation workflows.
Capability Matrix
A maintenance intelligence product, not a lightweight analytics view.
Available
Equipment Intelligence
- Equipment master and site/line mapping
- Equipment type and component hierarchy
- Tube, stack, channel, slot, and component mapping
- Component status, occupancy, open issues, and maintenance history
- Equipment health score and recent alarm context
Available
Maintenance Workflow
- Breakdown, preventive, predictive, and inspection tickets
- Priority, assignment, status workflow, and work logs
- Downtime tracking and corrective/preventive actions
- Ticket closure audit and traceable maintenance record
In Progress
RCA and DSR
- RCA reports, failure codes, and root-cause classification
- RCA action items and pending-action tracking
- Daily Service Report and shift handover summary
- AI-generated DSR summary and approval workflow
In Progress
AI Maintenance Assistant
- Ticket summary and likely-cause suggestions
- Similar past issue search and SOP/manual search
- Recommended checks, RCA drafts, and action-plan drafts
- Equipment and ticket questions with evidence-backed answers
In Progress
Prescriptive Maintenance
- Repeated-failure detection and maintenance risk scoring
- Recommended action and risk-if-ignored context
- Required skill or spare-part context
- Action evidence, feedback, and effectiveness tracking
Planned
Reports, Alerts & Subscriptions
- Configurable and widget-based report views
- Scheduled reports and email subscriptions
- Notification and escalation rules
- DSR reminders and critical-ticket follow-up
Integration Ready
Integrations and Data Foundation
- OPC UA, Modbus, Profinet, and SECS/GEM context
- Telemetry integration with ADX and ClickHouse
- SOP/manual ingestion, document storage, and RCA history indexing
- Qdrant knowledge search and external MES, CMMS, and ERP synchronization
- MES/WIP risk connection as a planned execution-support layer
Product Views
Screens organized around maintenance decisions, not charts.
Illustrative workflow examples show the work record a maintenance team reviews before acting.
Maintenance Command Center
- Open tickets: 12
- Critical equipment: Diff Furnace 01
- Recommended actions: 4
- Repeat failures: Tube 2 gas pressure
- DSR status: awaiting review
Ticket Detail with AI Assistant
- Ticket: MT-2026-041
- RCA: pressure instability before abort
- Similar issues: 1 closed RCA
- SOP references: gas-line inspection
- Evidence: 3 runs across 2 shifts
Equipment Health Page
- Equipment: Diff Furnace 01
- Component: Left Side / Tube 2
- Health score: needs review
- Recent alarms: gas pressure
- Maintenance history: 2 related actions
DSR and Shift Summary
- Completed actions: 7
- Open critical items: 2
- Pending approvals: 1
- AI summary: ready for review
- Shift handover: ticket owners assigned
Reports & Alerts
- Daily maintenance report
- Repeated-failure review
- Email subscription: planned
- Critical ticket follow-up
- Alert rule configuration: planned
Evidence to Execution
Turn a high-risk maintenance issue into a work record.
The Command Center is designed to answer what happened, which equipment or component is affected, why it matters, what evidence supports it, what action is recommended, and who owns the next step.
High Risk Maintenance Issue
In ReviewRepeated gas pressure alarm before abort
Equipment: Diff Furnace 01
Component: Left Side / Tube 2
Evidence: 3 runs, 2 shifts, 1 similar RCA
Recommended action: Inspect pressure sensor and MFC valve
Owner: Maintenance Supervisor
Follow-up: Create and track ticket
Integration Architecture
Connect maintenance evidence without replacing the systems you already use.
Industrial telemetry and documents provide the context; the Command Center organizes investigation and action; existing operational systems remain systems of record.
OPC UA, Modbus, Profinet, and SECS/GEM telemetry and alarm context
Equipment hierarchy, components, tickets, RCA history, SOPs, manuals, and indexed knowledge
ADX, ClickHouse, document storage, and Qdrant knowledge-search foundations
Reviewable recommendations, tickets, DSR, reports, alerts, and subscription outputs
Integration-ready handoff to existing MES, CMMS, ERP, and communication systems
Use Case
Breakdown investigation
Connect the equipment context, relevant evidence, owner, and maintenance action that this workflow needs.
Use Case
Repeated failure review
Connect the equipment context, relevant evidence, owner, and maintenance action that this workflow needs.
Use Case
Daily service and shift handover
Connect the equipment context, relevant evidence, owner, and maintenance action that this workflow needs.
Use Case
Preventive and predictive maintenance
Connect the equipment context, relevant evidence, owner, and maintenance action that this workflow needs.
Use Case
Solar process equipment
Connect the equipment context, relevant evidence, owner, and maintenance action that this workflow needs.
Use Case
Semiconductor fab equipment
Connect the equipment context, relevant evidence, owner, and maintenance action that this workflow needs.
Maturity and Roadmap
Build the maintenance workflow in focused, reviewable stages.
AvailableMaintenance Tickets
In ProgressAI RCA Assistant
In ProgressKnowledge Search
PlannedScheduled Reports
PlannedWIP Risk Integration
AI Maintenance Command Center
Start with one equipment issue and the maintenance work around it.
Bring an alarm, a recurring failure, a ticket, or a DSR process. We will show how equipment context, evidence, and human-approved action can work together.