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See It Work
SYSTEM: OPERATIONAL OT/IT CONNECTORS: 150+ AUTONOMOUS OPERATION: 15+ DAYS GOVERNED AUTONOMY: ENFORCED AUDIT TRAIL: IMMUTABLE INDUSTRIES: ASSET-INTENSIVE & MISSION-CRITICAL DEPLOYMENT: 3-6 MONTHS VIA APEX CONTROL LOOPS: 3,400+ SYSTEM: OPERATIONAL OT/IT CONNECTORS: 150+ AUTONOMOUS OPERATION: 15+ DAYS GOVERNED AUTONOMY: ENFORCED AUDIT TRAIL: IMMUTABLE INDUSTRIES: ASSET-INTENSIVE & MISSION-CRITICAL DEPLOYMENT: 3-6 MONTHS VIA APEX CONTROL LOOPS: 3,400+

ARCHITECTURE & DEPLOYMENT

Architecture built for industrial operating environments.

XMPro is designed for brownfield operations where industrial systems, enterprise systems, site constraints, governance requirements, and AI initiatives must work together. Review how XMPro fits into your architecture and supports the journey from monitoring to governed autonomous operation.

ARCHITECTURE OVERVIEW

The operating layer between systems and action.

XMPro connects operational and enterprise systems into an industrial operating layer that supports applications, workflows, recommendations, agents, governance, and decision accountability.

XMPRO ARCHITECTURE — SIX AREASCLICK TO EXPAND
CROSS-CUTTINGGovernance & decision accountabilityAcross all layers▾
AREA 04MAGS-powered agent layer▾
AREA 03Application & workflow layer▾
AREA 02Operational knowledge foundation▾
AREA 01Data access & contextualisation▾
CROSS-CUTTINGDeployment & operationsAcross all layers▾
Dashed bands are cross-cutting concerns. Solid rows are stack layers.

DEPLOYMENT PATTERNS

Deployment options for real industrial constraints.

One platform, four supported patterns — chosen against connectivity, sovereignty, latency, and governance.

01

Cloud

For centralised coordination, governance, application access, analytics, and enterprise-scale operations.

Learn more
02

Edge / Local

For site-local execution, constrained connectivity, operational continuity, and low-latency or control-adjacent requirements.

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03

Hybrid

For organisations that need centralised governance with site-level execution.

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04

Customer-Controlled

For environments with strict sovereignty, security, air-gap, or regulatory requirements.

Learn more

Pattern availability is approved by Product and Engineering. Talk to a solution architect to confirm fit for your environment.

OPERATIONAL CONTINUITY

Support the realities of industrial sites.

Industrial operations cannot assume perfect cloud connectivity or uniform site architecture.

  • Site-level resilience. Sites keep operating when the link to central goes down.
  • Store-and-forward patterns. Data and decisions queue locally, reconcile when connectivity returns.
  • Local governance & execution. Policy enforcement happens where the action happens, not in a remote loop.
  • Central visibility, local autonomy. Headquarters sees everything; sites act within sanctioned boundaries.
  • Brownfield co-existence. Works alongside existing OT/IT systems, not in place of them.
  • One site to many. The same operating model scales from a pilot to a fleet without rearchitecting.

INTEGRATION

Fit without forcing a rip-and-replace.

XMPro is an operating layer that connects across existing OT, IT, data, and enterprise systems — not a replacement for them.

Integration & Connectors

Live streams, events, documents, APIs, and industrial context across OT, IT, data, and enterprise systems.

View connectors →

Governance, Security & Auditability

Policy-controlled action, approval routing, decision records, and audit trails.

Explore governance →

Platform Components

Data Stream Designer, App Designer, Recommendation Manager, Workflow, and Subscription Manager.

View components →

OPERATIONAL RESILIENCE

Designed for production use, not demo-only AI.

Human operators and autonomous agents work from the same data, the same context, the same audit trail — the conditions production demands.

SHARED DATA LAYER

An anomaly is detected.

Pump P-301 vibration exceeds baseline. The data flows through OIM -- the shared intelligence layer that both paths draw from.

AppDesignerHUMAN PATH
OEE
94.2%
ALERTS
3
UPTIME
99.7%
Pump P-301: Bearing replacement

PdM Agent recommends maintenance within 48 hours.

ApproveDeferOverride
OIM
Data
Graph
MAGSAUTONOMOUS PATH
14:32:01
Anomaly Detected
Vibration spike on bearing assembly
14:32:03
Root Cause Analysis
Bearing wear from lubrication degradation
14:32:05
Action Proposed
Schedule replacement, reduce speed to 80%
14:32:08
Approved & Executing
WO-4821 created. Speed adjusted.
  • Identity & access integration. Single sign-on and role-based control across platform and target systems.
  • Observability & monitoring. Health, throughput, and behaviour traceable in production.
  • Governance & auditability. Every decision recorded, every action sourced.
  • Deployment patterns. Cloud, edge, hybrid, and customer-controlled, fit-for-purpose.
  • Data lineage & decision records. What happened, why, and on whose authority.
  • Control boundaries. Policy-enforced limits on what agents can do unsupervised.
  • Update & rollback paths. Change the running system without breaking what depends on it.
  • Architecture review support. Documentation and access patterns enterprise governance teams can sign off on.

TECHNICAL PROOF

What to review next.

The artefacts evaluators reach for — collected in one place.

Reference architecture

How XMPro is composed, layer by layer.

Review →

Flexible deployment

Cloud, edge, hybrid, and customer-controlled patterns.

Review →

Integration overview

Connectors, APIs, and industrial context.

Review →

Governance & auditability

Decision records, approval routing, lineage.

Review →

Example decision flow

Detect → Decide → Coordinate → Execute, end to end.

Review →

Security overview

Zero Trust posture, identity, and access integration.

Review →

Architecture you can deploy with confidence.

Walk through the reference architecture, talk through deployment patterns, or take the conversation to integration and governance.