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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.

...the system can process a modality, it is processing it reliably. That assumption is where operational risk begins. Multimodal failure also has a subtle social effect. When a system handles richer evidence...

Half DayIntensive
Beginner FriendlyNo technical background required
Multimodal AIComputer VisionSpeech AIDocument AIAI FluencyView Details
Platform as a Product
CTOs, Heads of Platform Engineering, VP Engineering, Enterprise Architects, Platform Product Managers3-4 hoursA three-gate platform governance plan — validated backlog, a written scope boundary, and adoption targets per capability

An internal platform with no product owner builds what nobody asked for and skips what everybody needs — adoption, not completeness, is the only measure that counts.

...discovers this in an audit, and the reaction is predictable: shadow IT, ungoverned spend, security risk. The reaction should be different: we built a platform that did not fit, and our teams responded...

1 DayIntensive
AdoptionNot feature count
Platform EngineeringInternal Developer PlatformProduct GovernanceGolden PathsView 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.

...structured data Cannot support AI use cases No governance No access control, no lineage Compliance risk; data breaches Treating AI as a project One-off AI project, no ongoing platform Cannot scale;...

1.5 DaysIntensive
CurrentSA · EA · TS
ArchitectureData StrategyAIData GovernanceData MeshData ProductsView Details
How LLMs Work
Beginner to Intermediate4-6 hoursWorking mental model + reference materials

What actually happens inside a Large Language Model — from the moment you type a prompt to the moment it responds. No math. No fluff. Just a clear picture you can hold in your head.

...trusted. The practical rule: the more obscure, recent, or specific the claim, the higher the hallucination risk. The more the answer draws on patterns that were common in training data, the more likely it is...

2 DaysIntensive
Beginner FriendlyNo math required
LLMsMachine LearningTransformersGenerative AIView 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.

...would make the model useless — harmless, but not helpful. Giving confident, action-oriented answers risks overstating certainty — helpful, but not fully honest. Every AI system is a calibration between...

Half DayIntensive
Beginner FriendlyNo math required
Generative AILLMsAI FundamentalsMachine LearningView Details
Responsible AI Implementation Workshop
AI/ML Engineers, Data Scientists, Product Managers, Compliance OfficersResponsible AI implementation guide, safety guardrail templates, compliance checklist

Implement responsible AI practices including safety guardrails, alignment mechanisms, bias detection, and regulatory compliance.

...compliance checkbox. I've sat in rooms with legal teams who believed that once they'd filled out an AI risk assessment, the job was done. And I've sat with engineering teams who built brilliant models that...

1-2 DaysHands-on
Compliance ReadyGovernance
Responsible AIAI SafetyAI EthicsEU AI ActBias DetectionView Details
AI Operating Model Workshop
CTO, CIO, VP Engineering, Enterprise Architects, AI LeadersAI ownership model, governance framework, capability map, 90-day activation plan

Stop running AI experiments in isolation. Build the ownership structure, governance model, and decision rights that turn scattered AI pilots into an organisation-wide capability.

...week of duplicated effort, inconsistent standards, and AI initiatives that deliver locally and create risk globally. You'll leave with an ownership model, a governance framework with clear decision rights,...

1 DayIntensive
Clear OwnershipAI at Scale
AI StrategyAI GovernanceOperating ModelOrganisational DesignView Details
Case Study

From 15 AI Pilots to 6 Prioritized Initiatives

How a FinTech aligned AI strategy, governance, and execution in 8 weeks — cutting through pilot paralysis with a clear operating model.

Case Study

Building Architecture Governance Without Slowing Down

How a HealthTech startup embedded architecture governance into a fast-moving product team — achieving compliance without losing velocity.

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