Knowledge Twin.

Digital Framework to Harnesses Industrial AI.

Brain icon

Asset Brain of the Modern Enterprise.

Knowledge Twin

Knowledge Base + Visual + Spatial Intelligence

AI isn't magic - it's data-driven.

Artificial Intelligence (AI) is more than just a technology investment — it's a tool to optimise resources, data and workflows for meaningful business transformation.

Knowledge Becomes the Asset.

Network icon

Time to think in networks.

Linear thinking has killed engineering.

Asset-intensive industries run on huge volumes of fragmented data spread across engineering tools, historians, CMMS, and document stores. Traditional, table-driven systems strip out the relationships - context between assets, events, and procedures, which slows investigations, hides risk, and leaves decisions dependent on a shrinking pool of veteran experts. As complexity rises and workforces change, this linear approach can no longer keep up.

What is a Knowledge Twin?

AssetM's Knowledge Twin turns that complexity into an advantage. It connects engineering, reliability, procedure, and maintenance data into a living industrial knowledge graph that mirrors how your plant behaves and how your people actually think. Instead of trawling through folders, tags, and spreadsheets, teams ask natural-language questions and explore a web of linked assets, work history, causes, and consequences. AI can then reason over this connected context to surface likely root causes, recommended next actions, and emerging risks - before they become trips, leaks, or safety incidents.

For operations and maintenance leaders, that means faster troubleshooting, higher availability, and safer, more consistent execution in the field. For engineering and projects, the Knowledge Twin preserves design intent and operating experience so that every modification or debottlenecking study starts smarter. Unlike conventional digital twins that focus mainly on physics and visualisation, AssetM's Knowledge Twin captures the "why" behind your asset base - giving you an always-on, organisation-wide brain for asset management that cuts downtime, reduces risk, and builds durable competitive advantage.

Benefits of Knowledge Twin.

Efficient-effective collaboration
Efficient-effective collaboration
Enhanced Safety
Enhanced Safety
Reduce downtime & repair costs
Reduce downtime & repair costs
Improve Asset Performance
Improve Asset Performance
Real-time data Analytic
Real-time data Analytic

Understanding the Knowledge Twin in Asset Management.

From Silos to Shared Intelligence.

AI Knowledge Twin

AI Orchestration of Asset Data.

AI orchestration of asset data transforms scattered information into a decision-ready system. In asset-intensive operations—navigating maintenance logs, engineering specs, standards, and procedures—AssetM's Knowledge Twin bridges raw data to real-world insight. Traditional tables fail to capture relationships between assets, work orders, conditions, and risks, creating silos, hidden inefficiencies, and exposure from employee turnover.

Powered by AI-driven graphs, the Knowledge Twin orchestrates your data into a dynamic model that reveals dependencies, context, accelerates decisions, and surfaces emerging issues. It gives humans and AI agents the full context: not just outcomes, but how systems, people, and processes interact.

Crucially, AssetM captures decision traces—inputs weighed, policies applied, exceptions raised, approvals granted, and the "why" behind actions. Fragile "oral tradition" in notes and memory becomes a resilient knowledge base that endures personnel changes.

As AI agents automate workflows, this context ensures informed actions over blind automation. Your organisation shifts from tribal memory to continuous learning from operational history - encoding every intervention and improvement as strategic advantage. AssetM positions you as an agile leader, minimising inefficiencies and unlocking sustainable value in complex, high-stakes markets.

Most of our current systems captures what happened, but not Why it happened.

AI Orchestration of Asset Data

Knowledge Multiplier.

In most organisations, critical operational knowledge - why decisions were made, which policies were weighed, and what exceptions were allowed, lives in meeting notes or personal experience. This fragile, undocumented "oral tradition" disappears when people move on, leaving costly gaps and recurring risks.

AssetM's Knowledge Twin captures the full context of decision-making as it happens, building a structured, searchable record of reasoning, inputs, and outcomes. Each decision trace becomes part of a living institutional memory that grows stronger over time.

As AI agents begin automating workflows, such contextual intelligence becomes indispensable. While humans interpret nuance, AI requires structured understanding. The Knowledge Twin bridges this divide encoding human judgment into digital clarity so that the organisation learns from every action, transforming experience into a durable, evolving asset for intelligent, future-ready operations.

The power of relationship and Context.

Knowledge Twin provide several critical advantages:

Contextual Understanding
Contextual Understanding
They enable AI systems to understand industryspecific terminology, concepts, and relationships that may not be well-represented in general training data.
Improved Accuracy
Improved Accuracy
By incorporating domain expertise directly into the data structure, knowledge graphs help AI systems make more accurate predictions and recommendations.
Explainability
Explainability
Knowledge graphs provide transparent reasoning paths, making it easier to understand why an AI system reached a particular conclusion—critical for regulated industries.
Data Integration
Data Integration
They serve as a unifying framework that can integrate disparate data sources across an organization, breaking down silos and enabling holistic analysis.
Efficiency
Efficiency
By organizing domain knowledge in a structured format, knowledge graphs enable faster query responses and more efficient data retrieval than searching through unstructured data.

Visual and Spatial Intelligence.

Eye of the Modern Enterprise.

Visual and Spatial Intelligence

Spatial Intelligence: Seeing Assets in Context.

Modern organisations generate vast streams of location-based data but understanding how people, assets, and events connect across time and space remains a major challenge. Traditional tools flatten these relationships into static tables, obscuring the insights hidden within complex, dynamic systems.

AssetM brings spatial intelligence to life through its 3D Knowledge Twin, a virtual replica that visualises every asset within its true spatial and operational context. By merging digital and physical data points, it illuminates patterns, relationships, and movements that conventional systems cannot reveal driving faster, more informed, and spatially aware decisions across the enterprise.

Analysts can explore how people or objects interact through time and space, trace when and where key events occur, and detect emerging trends or anomalies through spatial-temporal reasoning and visual asset criticality mapping.

Powered by cutting-edge 3D visualisation and high-performance analytics, AssetM handles millions of data points seamlessly transforming complexity into clarity and enabling smarter, spatially connected asset management.

AssetM Knowledge Twin

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300 Murray Street, Level 2 East,

The Wentworth Building,

Perth WA 6000

Australia

Ph: +61 (0) 407 777 085

Australian Made and Owned

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