Data Stream Designer
Orchestrate the real-time flow of data
No Code Application Designer
Design complex apps with drag and drop
AI & Advanced Analytics
Better decisions with machine learning & AI
Prescriptive Recommendations
Trigger rule-based alerts with instructions
Workflow For Business Processes
Design workflows for any process.
Agentic AI
Autonomous Agentic Decision Intelligence
Flexible Deployment
Discover XMPro's flexible Edge to Cloud continuum.
Compose Solutions at Scale
Experience rapid digital transformation at scale.
Technology Agnostic
Build solutions that integrate with any platform.
Secure Architecture
Keep your data secure with Zero Trust Architecture.
Beyond Predictive Maintenance: How Causal Analytics Eliminates Recurring Failures Author: Marcos Augusto Burgos Saavedra
I’ve worked on autonomous operations for years, back when agents weren’t sexy or interesting. People
Sunday morning, February 15, 2026. I’m reading The Australian over coffee when an article catches
The engineers who should be building operational advantage are spending their time maintaining internal AI
Mark Vos‘s adversarial testing of an AI assistant made headlines across Australia this week. After
A senior technical team member asked me last week if we could build something like
Organizations deploying agentic AI systems ask about accuracy, hallucinations, ROI. Few ask about intellectual property
Jaya Gupta argues that decision traces are the moat in her recent follow-up article on

MAGS (Multi-Agent Generative Systems) are governed digital teams that support industrial monitoring, analysis, coordination, and decision-making.
The workshop is designed to help leadership teams identify high-value operational use cases, assess whether there is a credible path to measurable outcomes, and, where fit is strong, shape a solution direction through XMPro’s MAGS Wizard.
This approach has been shaped through work in some of the world’s most complex asset-intensive and mission-critical environments, including mining, oil and gas, defense, and government.
This is not a product demo. It is a fit assessment for organizations with a clear operational use case. Workshop participation is offered at XMPro’s discretion and limited to qualified enquiries only.