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AI Capabilities, Limitations & Use Cases
Beginner to Intermediate3-4 hoursTask-to-AI fit judgment + reference materials

What AI is genuinely good at, where it will let you down, and how to match the right task to the right tool. The judgment you need before you touch a prompt.

...watched senior engineers use this to understand legal clauses, lawyers use it to understand technical architecture, and ten-year-olds use it to understand why the sky is blue. The same tool, the same capability,...

Half DayIntensive
Beginner FriendlyNo math required
Generative AIAI CapabilitiesAI LimitationsHallucinationUse CasesAI FluencyView Details
AI Knowledge Systems — RAG, Search, Memory & Internal Knowledge
Intermediate4-5 hoursKnowledge system map + RAG decision framework + memory design checklist

Many useful AI systems are not smarter because the model is smarter. They are smarter because the system can retrieve, search, remember, and ground itself in the right knowledge at the right time.

...inventing what it cannot support. In other words, a lot of apparent intelligence is really good information architecture. That is why knowledge systems deserve their own training topic. They are one of the least...

1 DaySystems Thinking
Knowledge DesignPractical
RAGSearchMemoryKnowledge SystemsInternal KnowledgeView Details
AI Policy, Security & Organisational Controls
Beginner to Intermediate4-5 hoursAI policy checklist + security controls map + incident response starter template

Building and enforcing AI policy — the practical mechanisms that turn ethical principles into enforceable organisational rules. Data security, access controls, audit trails, and incident response.

...organisation into a third-party system. The security of that data depends entirely on the agreement and architecture in place — not on trust. Four questions to answer for every AI tool: where is the data...

1 DayIntensive
Beginner FriendlyNo legal background required
AI PolicyAI SecurityOrganisational ControlsAI GovernanceData SecurityComplianceAI FluencyView Details
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.

...capability decisions. A platform choice influences workflow design, governance posture, integration architecture, user habits, and future switching costs. In other words, you are rarely buying only a tool....

Half DayDecision Focused
Vendor SelectionPractical
AI ProcurementVendor EvaluationTool SelectionPlatform StrategyAI GovernanceView Details
AI Strategy & Business Transformation
Intermediate to Senior Leaders5-7 hoursAI strategy framework + operating model blueprint + 12-month roadmap

Building an AI strategy that drives real business transformation. Vision, operating models, value frameworks, maturity assessment, and portfolio management. Turn AI potential into measurable outcomes.

...The value drivers What decisions will we make differently? The data and AI priorities The vision architecture has four layers: business vision (what does the business need to become?), AI vision (what...

2 DaysIntensive
Strategy + RoadmapDeliverable
AI StrategyBusiness TransformationOperating ModelAI MaturityValue RealizationView Details
Future of AI
Intermediate to Senior Leaders3-4 hoursAI horizon scan + strategic implications analysis + preparation roadmap

What's coming in AI — multimodal models, on-device AI, open-source momentum, protocols, regulation, and the shift to AI-native organisations. See around the corner without falling for hype.

...Content moderation, search Video generation Early (Sora, Runway) Content creation, simulation The architecture underneath: a multimodal encoder converts all inputs — text, image, audio — to a shared...

Half DayIntensive
Horizon ScanDeliverable
Future of AIAI TrendsMultimodal AIAI RegulationEmerging TechnologyView Details
AI Adoption, Change & Project Delivery
Intermediate5-6 hoursAI adoption playbook + stakeholder engagement plan + delivery framework

Moving AI from exciting pilot to boring-but-valuable production. The people, the process, and the delivery discipline that turns AI potential into daily practice.

...training, real feedback channels IT / Engineering Integration and maintenance Technical reviews, architecture involvement from day one Legal / Compliance Risk and regulatory exposure Early risk assessment,...

2 DaysIntensive
Adoption PlaybookDeliverable
AI AdoptionChange ManagementProject DeliveryStakeholder EngagementAI CultureView 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.

...three dials, all being turned up at the same time. Dial 1 — Better algorithms. Specifically, a new architecture called the Transformer (invented in 2017) that could understand language in context — not...

Half DayIntensive
Beginner FriendlyNo math required
Generative AILLMsAI FundamentalsMachine LearningView Details
Execution Stability & Structured Refactoring
CTOs, Engineering Directors, Principal Engineers, Engineering Managers3-4 hoursA classified structural risk map — your top friction modules sorted into dicing, slicing and peeling with a governance rule attached

Delivery slows because structural entropy accumulates unmeasured. Classify refactoring into dicing, slicing and peeling to restore predictability.

...Refactoring happens in bursts nobody planned for, so its cost lands in whichever sprint it lands in. Architecture reviews become subjective. Without structural metrics to anchor them, reviews reduce to...

1 DayIntensive
LayersNot cleanup
Execution StabilityRefactoringDelivery PredictabilityStructural RiskView 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.

...twice. Governed as infrastructure, not as product. Platform decisions pass through cost, security, compliance and architecture review. Those gates ensure the platform is safe, compliant and well architected. They do...

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