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Responsible AI — Ethics, Risk & Governance

Beginner to Intermediate4-5 hoursAI risk map + personal responsibility checklist + governance starter framework

Using AI responsibly — covering ethics, bias, hallucination risk, data privacy, accountability, and organisational governance. The judgment to use AI fairly, safely, and in a way you can defend.

Quick Navigation Why this matters — the stakes of getting it wrong AI ethics — five questions to ask every time Bias — where fairness breaks down Risk — a framework for...

1 DayIntensive

Beginner FriendlyNo legal background required

Responsible AI AI Ethics AI Risk AI Governance Bias Data Privacy AI Fluency View Details

AI Decision Rights: Who Decides What When No Human Is Watching?

Decision rights models assume human decision-makers. AI agents breach that assumption silently. Here is how to extend decision rights to cover autonomous actors before the first ungoverned decision becomes a production incident.

Executive Summary Who this is for: CTOs, Enterprise Architects, AI Governance Leads, Architecture Board Members, Heads of Engineering Problem it solves: Decision rights...

Ai Governance Decision Rights Enterprise Architecture Agentic Ai Technology Strategy Architecture Governance Read Insight

Multimodal AI

Beginner to Intermediate3-4 hoursMultimodal use case map + modality selection framework

AI is no longer just text in, text out. Learn how modern systems work across language, images, audio, video, and documents — and how to choose the right modality for the job.

...modalities Matching modality to task Multimodal workflows Documents are their own world Where multimodal systems fail Design principles for real work How multimodal changes AI strategy The modality stack in one diagram Cheat...

Half DayIntensive

Beginner FriendlyNo technical background required

Multimodal AI Computer Vision Speech AI Document AI AI Fluency View Details

AI Decision-Making & Human Oversight

Beginner to Intermediate3-4 hoursHuman oversight framework + decision rights map + review checklist

AI can assist decisions, but accountability still belongs to people. Learn the operating rules for review, approval, escalation, confidence, and human authority in AI-supported work.

...automate decisions Designing accountable workflows Building an approval architecture The oversight model in one diagram Cheat sheet Before we start — the oversight mistake everyone makes There is a particular...

Half DayPractical

Control ModelDecision Ready

Human in the Loop AI Oversight Decision Making AI Governance Accountability View Details

Data & AI Direction

Intermediate to Advanced (SA, EA, TS)5-6 hoursData and AI direction framework + AI readiness assessment + governance overlay

How data strategy and AI direction connect to architecture — covering data quality, governance, data architecture for AI, AI enablement, responsible AI, data products, data mesh, and building a data and AI roadmap.

...here — Why data strategy is an architecture concern Data quality and governance Data architecture for AI AI enablement Responsible AI by design Data products and data mesh Building a data and AI roadmap Common...

1.5 DaysIntensive

CurrentSA · EA · TS

Architecture Data Strategy AI Data Governance Data Mesh Data Products View Details

AI & Agentic Systems Strategy Workshop

CIO, CTO, Chief AI Officer, VP EngineeringAI operating model, governance policy, compliance roadmap, 90-day action plan

Develop a clear, governed AI and agentic systems strategy that delivers business value while managing risk, cost, and compliance.

Before we start — the one thing to hold onto Most organisations don't have an AI problem. They have a strategy problem. I've sat in boardrooms where the CEO wants AI everywhere, the...

2 DaysStrategic

Operating ModelGovernance Framework

AI Strategy Agentic Systems AI Governance Responsible AI View Details

Your AI Agents Are Making Architecture Decisions. Nobody Assigned Them That Role.

AI agents are making micro-architecture decisions in production. No ADR recorded them. No review board approved them. No architect ever saw them. Here is the structural fix.

Executive Summary Who this is for: CTOs, Enterprise Architects, Architecture Leads designing or operating AI-powered systems Problem it solves: Structural drift caused by AI agents making undocumented,...

Enterprise Architecture Ai Governance Agentic Ai Technology Strategy Architecture Decisions Read Insight

AI Procurement, Vendor Evaluation & Tool Selection

Beginner to Intermediate3-4 hoursVendor evaluation scorecard + tool selection checklist + risk review template

Choosing AI tools is not a beauty contest. Learn how to evaluate vendors, compare capabilities, assess risk, avoid lock-in, and buy systems that your organisation can actually govern and adopt.

Quick Navigation Before we start — why buying AI is unusually noisy Why tool selection goes wrong What to evaluate beyond the demo The major decision...

Half DayDecision Focused

Vendor SelectionPractical

AI Procurement Vendor Evaluation Tool Selection Platform Strategy AI Governance View Details

AI Evaluation, Testing & Validation

Intermediate to Advanced4-6 hoursEvaluation framework + test matrix + validation workflow

If you cannot evaluate an AI system, you cannot trust it. Learn how to test prompts, retrieval, agents, workflows, and production behaviour before confidence turns into risk.

...review Metrics that matter Evaluating prompts, RAG, and agents Test set design and edge cases Validation as an operating habit What "good enough" actually means The evaluation loop in one diagram Cheat sheet Before...

1 DayHands-on

ValidationCore Discipline

AI Evaluation Testing Validation Quality Assurance Production AI View Details

What is Generative AI?

Beginner3-4 hoursClear mental model of Generative AI + reference materials

Generative AI — what it actually is, how it works, what it's good at, and where it goes wrong. No hype. No math. Just clarity.

Quick Navigation Start here — What even is AI? What makes Generative AI different? How does it actually work? How did it learn all this? Why does...

Half DayIntensive

Beginner FriendlyNo math required

Generative AI LLMs AI Fundamentals Machine Learning View Details

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