Practical Perspectives · Data, AI & Cloud

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Perspectives on data platforms, AI governance and digital transformation from our work with New Zealand organisations.

“
Ignorance is the curse of God; knowledge is the wing wherewith we fly to heaven.
— Henry VI, Part 2

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Practical articles on data platforms, AI governance, Microsoft Fabric, Azure, and Snowflake – written for New Zealand government and enterprise leaders navigating the shift to data-driven decision making.

Knowledge Graphs, Context Graphs, and Ontologies: When Grounding Your AI Needs More Than Search

AI Architecture

11 min read

17 May 2026

Knowledge Graphs, Context Graphs, and Ontologies: When Grounding Your AI Needs More Than Search

Vector RAG quietly fails on questions about how things connect. What knowledge graphs, context graphs, and ontologies actually are – and how to tell what your AI use case really needs.

Change Management for AI: What's the Same, What's Different, and What Most Teams Get Wrong

AI change management isn't the same as your last technology rollout. Here's what transfers, what needs to adapt, and what's genuinely new.

What Is Microsoft Fabric? A Plain-English Guide for Business Leaders

What it actually is, why it exists, and how to decide whether it matters to your organisation – explained without technical jargon.

Building AI Capability Through Strategic Upskilling

A practical framework for developing internal AI expertise that complements external partnerships and accelerates your organisation's AI adoption.

Self-Serve Answers: A Strategic Operating Model

How to deploy AI assistants that genuinely help customers while reducing call volumes and improving satisfaction.

Human-in-the-Loop Design Patterns for AI Assistants

Design patterns for building AI systems that know when to escalate, with appropriate human oversight for different risk levels.

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Our Insights

Latest thinking

Knowledge Graphs, Context Graphs, and Ontologies: When Grounding Your AI Needs More Than Search

Change Management for AI: What's the Same, What's Different, and What Most Teams Get Wrong

What Is Microsoft Fabric? A Plain-English Guide for Business Leaders

Building AI Capability Through Strategic Upskilling

Self-Serve Answers: A Strategic Operating Model

Human-in-the-Loop Design Patterns for AI Assistants

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