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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.

...embedded, the vector database finds the most similar chunks, and those chunks get injected into the LLM's context before it generates a response. RAG solves the two biggest GenAI problems simultaneously: knowledge...

1.5 DaysIntensive
Data ReadinessAssessment
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.

...Attend This workshop is designed for the people who actually make and live with architecture decisions. Enterprise & Solution Architects Principal Engineers, Tech Leads Platform & Engineering Leads Typical...

1 DayIntensive
Clear DecisionsActionable Framework
Fitness Functions Instead of Review Boards
Enterprise Architects, CTOs, Review Board Members, Engineering Leaders3-4 hoursA three-tier fitness function plan — your first three invariants automated, and the board agenda they retire

Batch review cannot govern continuous change. How to encode architectural invariants as automated checks — and what still belongs to the board.

...architectural approach they have already chosen. They present it to a group of architects who have not seen the context before. The architects ask questions. Some are good. Some reflect constraints that existed five...

1 DayIntensive
ContinuousNot batched
Paying Down Debt Through Feature Work
CTOs, Engineering Leaders, Enterprise Architects, Product Leaders3-4 hoursA feature-driven debt reduction policy — the rule, the visibility mechanism, and the two questions review asks about every feature

Debt accumulates faster than refactoring projects can remove it. Fund architecture improvement through the product roadmap instead of competing with it.

...team could add a new payment method, they had to extract the payment processing logic into a bounded context. Each feature delivery automatically improved the architecture. Within six months, the checkout...

1 DayIntensive
ContinuousNot a project
Event Storming Workshop
Enterprise & Solution Architects, Principal Engineers, Product Managers, Domain ExpertsEvent timeline, domain hotspot map, aggregate boundaries, process ownership canvas

Get your developers, domain experts, and business stakeholders in the same room, speaking the same language, discovering the same system — in one day.

...month): Design decisions anchored in discovered events, not assumed requirements Aggregate and bounded context boundaries informed by the event model Fewer "that's not how it works" surprises in sprint reviews Long-term...

1 DayIntensive
Shared ModelOne Language