Alarm prioritisation
Groups correlated events and presents asset, criticality, history and procedures for operator review.
Event correlation, asset graphs and anomaly detectionAI for critical assets
AI for energy, field services and maintenancePrioritise interventions with the technical context of each asset
AI can relate condition, history, documentation and availability to prepare maintenance and field work without making safety-critical decisions.
INDUSTRY CONTEXT
Where AI can add value in energy, field services and maintenance.
Energy and facilities operations combine telemetry, inspections, alarms, work orders, spares and service obligations. An analytical layer can separate noise from relevant signals and assemble the record needed by planners and field staff.
On critical assets, a recommendation must never bypass protections, permits or procedures. The system can suggest priority and documentary steps; isolation, energisation, switching, fitness for service and safe work remain with authorised personnel.
POSSIBLE APPLICATIONS
What can be built technically.
Each application should be validated against the process, available data and the organisation's actual risk.
Work-order preparation
Completes drafts with documents, competencies, spares, permits and applicable risks without authorising work.
RAG, asset rules and CMMS automationCondition-based maintenance
Identifies trends in vibration, temperature, performance or consumption and suggests prioritised inspections.
Time series, condition models and edge analyticsField assistant
Lets engineers consult current instructions and record findings by voice or image against the asset.
Multimodal AI, speech recognition and contextual searchService-report assurance
Checks measurements, evidence, parts and technical closure, returning omissions to the responsible person.
Document AI, vision and completeness rulesConsumption analysis
Compares usage with load, weather and calendar to flag deviations that warrant investigation.
Energy normalisation, forecasting and change detectionTECHNICAL WORKFLOW
From asset condition to authorised intervention
Automation prepares the work while clearly separating recommendation, permit and execution.
- 01
Observe
Ingest telemetry, alarms, rounds and reports with the asset hierarchy.
- 02
Add context
Include criticality, history, procedures, spares and service commitments.
- 03
Plan
Suggest priority and a draft intervention with explicit assumptions.
- 04
Authorise and perform
Competent staff verify risks, permits and status before intervention and closure.
INTEGRATIONS
Work with the existing operation.
The architecture adapts to each provider's APIs, permissions and limits. These are common tools and categories that would need validation.
- EAM or CMMS
- SCADA or BMS
- GIS
- ERP and stores
- IoT platform
- Field workforce management
- Document management
CONTROL
Automate without losing accountability.
- The solution does not control equipment, override protections or execute switching, isolation or energisation.
- Work permits, lockout, risk assessment and asset fitness require authorised responsible staff.
- Recommendations display the data used, signal quality, uncertainty and current procedure.
FIRST PILOT
A small scope that can be measured.
A pilot could cover one non-critical asset class in one area over two maintenance cycles. CMMS and telemetry would be connected read-only, draft priorities and work orders generated, and planners and engineers would record corrections before any extension is assessed.
Questions about AI for energy, field services and maintenance
What can AI automate in energy, field services and maintenance?
A sensible starting point is repetitive, verifiable work such as alarm prioritisation, work-order preparation, condition-based maintenance. Scope depends on available data, current tools and required controls.
Do existing systems need to be replaced?
Not necessarily. A pilot can connect to systems such as EAM or CMMS, SCADA or BMS, GIS, ERP and stores and initially be limited to reading, preparing or proposing actions before automatic writes are allowed.
How is human oversight maintained?
The solution does not control equipment, override protections or execute switching, isolation or energisation. Work permits, lockout, risk assessment and asset fitness require authorised responsible staff. Recommendations display the data used, signal quality, uncertainty and current procedure.
How is the first pilot approached?
A pilot could cover one non-critical asset class in one area over two maintenance cycles. CMMS and telemetry would be connected read-only, draft priorities and work orders generated, and planners and engineers would record corrections before any extension is assessed.