Target outcome · Reduced unplanned downtime through coordinated multi-objective optimization of compressors, pumps, and turbines within hard safety constraints.
Business problem
Downstream rotating equipment rarely fails for lack of data — it fails when reliability, production, energy, safety, maintenance, inventory, and workforce priorities cannot be coordinated fast enough. A vibration alert or efficiency drift, if not reconciled with production targets, energy caps, or maintenance windows, can escalate into unplanned downtime, costly equipment damage, and safety incidents.
What it does
Six specialized agents — Asset Health, Performance Optimization, Energy Management, Safety & Compliance, Maintenance Coordination, and Supply Chain — collaborate through XMPro MAGS consensus protocols.
6-agent team
- Asset Health Specialist — monitors telemetry and performance curves to predict failures and define safe operating envelopes
- Performance Optimization Specialist — maximizes throughput and efficiency within health and safety boundaries
- Energy Management Specialist — minimizes energy cost per unit by aligning load management with production and reliability
- Safety & Compliance Specialist — holds veto authority over unsafe or non-compliant actions; ensures all optimization stays within regulatory constraints
- Maintenance Coordination Specialist — orchestrates condition-based scheduling, technician availability, and work order management
- Supply Chain Specialist — optimizes spare parts levels and procurement timing for critical rotating equipment components
What the team handles
Handles
Real-time multi-objective optimization of compressors, pumps, and turbines; predictive failure intervention; maintenance window negotiation across production and health forecasts; energy load balancing; spare parts availability validation before maintenance execution.
Does not handle
Major production strategy changes, regulatory permit applications, capital replacement decisions, emergency safety system actuation, new equipment commissioning.
Humans retain authority over
High-impact maintenance authorization (>$100K), safety envelope boundary changes, regulatory compliance declarations, strategic asset retirement decisions, and any action where agent consensus cannot be achieved within configured cycles.
Team composition
These agents coordinate as a team to deliver the outcome above. Each can be scoped and deployed independently or as part of this team.
Agentic Compliance and Safety Officer Agent (Standards Guardian)
Continuously monitors operational behaviour against safety standards and regulatory requirements, flags emerging risks in real time, and exercises governed intervention authority — including veto power — to prevent unsafe conditions before they escalate.
Agentic Energy Management Agent (Efficiency Expert)
Continuously monitors energy consumption patterns, detects equipment issues through energy signatures before traditional symptoms appear, and optimises load scheduling against production demands, utility rates, and sustainability targets.
Agentic Equipment Monitoring Agent (Health Monitor)
Provides continuous, intelligent equipment health assessment across entire asset fleets by fusing multi-parameter sensor data with Composite AI to deliver prioritised, contextualised health alerts that operators can trust — eliminating alarm floods and enabling genuinely predictive maintenance.
Agentic Equipment Performance Agent (Availability Specialist)
Continuously monitors equipment behaviour across multi-sensor data streams, detects subtle degradation patterns using physics-based models and machine learning, and provides explainable maintenance recommendations that enable teams to move from reactive repairs to proactive reliability management.
Agentic Maintenance Coordinator Agent (Predictive Maintenance Reliability Strategist)
Continuously monitors equipment health, predicts maintenance needs, and orchestrates resource allocation and scheduling across production systems — shifting teams from reactive fixes and rigid schedules to predictive, coordinated maintenance management.
Supply Chain Network Optimization Agent
Continuously optimizes procurement strategies, supplier performance, and inventory positioning by analyzing supplier reliability, lead times, costs, and risk exposure — ensuring materials and products are sourced and stocked in the right locations at the lowest feasible cost.
Current process vs. with Agent Team
Outcomes and measurement
Unplanned rotating equipment downtime
Energy cost per unit produced
Planned vs. unplanned maintenance ratio
Safety and compliance adherence
*All figures are typical ranges. Achievable range depends on existing control maturity, data quality, and site-specific conditions.
Data inputs
SCADA and DCS
CMMS
ERP
Energy monitoring
regulatory systems
workforce management
*Categories only — no tag names or system-specific field references. Exact data mapping is scoped per site.
Scoping questions
Expect these questions in a first scoping conversation. They signal engineering discipline and help narrow the template to your specific site context.
- Which rotating equipment classes (compressors, pumps, turbines) are in scope and what is their criticality ranking?
- What condition monitoring data is currently available and at what refresh cadence?
- What are the hard regulatory and OEM operating constraints that must be treated as non-negotiable boundaries?
- What is the current unplanned downtime rate and the cost of emergency maintenance versus planned maintenance?
- How are maintenance windows currently negotiated across reliability, operations, and energy teams?
Want our AI to walk you through these scoping questions?
SPEAK WITH OUR TEAM
Get specialist advice on scoping this for your site.
Our specialists will help you understand how the Agentic Downstream Oil & Gas Rotating Equipment Optimization Team fits your operations, what data you'd need, and what a scoping engagement typically looks like.
