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Beginner to Intermediate3-4 hoursPersonal AI tools map + selection framework + team stack recommendation

The AI tools landscape — what the major platforms are, how they actually differ, and how to choose the right one for the right job. Stop chasing every new launch. Start making deliberate choices.

...for Layer 5 — Platforms and APIs: building your own How to choose — four questions in order Building a team stack that actually holds together The selection framework in one diagram Cheat sheet Why the landscape...

Half DayIntensive

Beginner FriendlyNo technical background required

AI Tools AI Platforms Generative AI AI Landscape LLMs AI Fluency View Details

Data and AI

Intermediate4-6 hoursData readiness assessment + governance framework + pipeline blueprint

The data foundations that make AI work. Data quality, governance, architecture, pipelines, and the GenAI shift from training to retrieval. Most AI failures are data failures — learn the patterns and prevent them.

...quality? AI models need quality guarantees Data access Who can access what, under what conditions? AI teams need clear access policies Data privacy How is personal/sensitive data protected? AI training...

1.5 DaysIntensive

Data ReadinessAssessment

Data Quality Data Governance Data Architecture Feature Engineering Data Pipelines RAG Vector Databases GenAI Data AI Fluency View 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.

...inventory List the documents, knowledge bases, and data sources that AI would need to access to answer your team's most common questions accurately. Document/source How often it's needed Is it currently connected...

2 DaysIntensive

Beginner FriendlyNo math required

LLMs Machine Learning Transformers Generative AI View 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.

...90-day rollout Putting it all together Cheat sheet Before we start — the one thing to hold onto Your team is shipping. But velocity is declining. Cycle time stretches from 5 days to 12. Regression bugs...

1 DayIntensive

LayersNot cleanup

Execution Stability Refactoring Delivery Predictability Structural Risk View 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.

Before we start — the one thing to hold onto Most teams think responsible AI is a compliance checkbox. I've sat in rooms with legal teams who believed...

1-2 DaysHands-on

Compliance ReadyGovernance

Responsible AI AI Safety AI Ethics EU AI Act Bias Detection View Details

Delivery Enablement & Quality Workshop

Engineering Managers, Tech Leads, QA Leads, DevOps EngineersSDLC playbook, CI/CD guardrail templates, quality rubrics, DORA metrics dashboard

Create predictable, repeatable delivery with sustainable engineering practices, CI/CD guardrails, and AI-augmented workflows.

Before we start — the one thing to hold onto Most teams think they have a delivery problem. They don't. They have a consistency problem. I've sat in rooms...

2 DaysPractical

Quality GatesAutomation

Delivery Excellence CI/CD Quality Engineering DevSecOps DORA View Details

Architecture Decision & Technical Clarity Workshop

Enterprise & Solution Architects, Principal EngineersADR/ADL templates, decision backlog, prioritisation framework

Eliminate architectural ambiguity and technical decision bottlenecks through clear decision frameworks and accountability patterns.

Before we start — the one thing to hold onto Most teams think they have a documentation problem. They don't. They have a decision problem. I've sat in...

1 DayIntensive

Clear DecisionsActionable Framework

Architecture Decisions ADR Technical Clarity Decision Governance View Details

Enterprise Architecture & Technology Strategy Workshop

CTO, CIO, Enterprise ArchitectsEnterprise architecture governance model, technology roadmap, ADR framework

Align business strategy with enterprise architecture and technology roadmaps, establishing governance frameworks that reduce execution risk.

...roadmap with clear priorities, and a 90-day implementation plan. Who Should Attend This workshop is designed for the people who translate leadership intent into technology action. CTO, CIO, Enterprise...

1-2 DaysFacilitated

Clear Roadmap90-Day Plan

Enterprise Architecture Technology Strategy Governance 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.

...optimisation strategy, and a pathway from pilot to production. Who Should Attend This workshop is designed for the people who actually make AI decisions happen — not just the people who approve the budget. CIO,...

2 DaysStrategic

Operating ModelGovernance Framework

AI Strategy Agentic Systems AI Governance Responsible AI View 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.

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