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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.

Quick Navigation Start here — Why data strategy is an architecture concern Data quality and governance Data architecture for AI AI enablement Responsible...

1.5 DaysIntensive
CurrentSA · EA · TS
Application, Integration, API, Interface, Data & Process Design
Intermediate to Advanced (SA, EA)6-8 hoursIntegration design playbook + API design standards + data movement pattern guide

How the components of a solution are structured internally, how they communicate with each other, and how they connect to the data and processes they depend on.

...Navigation Start here — Solution design Application design Integration patterns API design Interface design Data design Process design Putting it together Cheat sheet Before we start — the one thing to hold onto...

2 DaysIntensive
ComprehensiveSA · EA
The Architecture Evolution Model: How Architecture Changes from Startup to Enterprise
The Architecture Evolution Model: How Architecture Changes from Startup to Enterprise

A practical framework explaining how software architecture evolves from startup experimentation to enterprise-scale governance, and what architectural practices are needed at each stage.

...product-market fit. Example A startup building a SaaS platform might begin with: Single backend service Single database Cloud deployment Simple CI/CD pipeline This is entirely appropriate. Overengineering at this...

Platform Thinking
Intermediate to Advanced (SA, EA, TS)5-6 hoursPlatform strategy canvas + internal platform design guide + shared capability register

How to shift from building one-off solutions to building reusable internal platforms — shared foundations that allow teams to deliver independently without solving the same problems repeatedly.

...scale, every team rebuilding the same foundation — CI/CD, observability, deployment, authentication, data access — becomes wasteful. But centralising everything creates a bottleneck. Platform thinking is...

1 DayIntensive
CurrentSA · EA · TS
Requirements, Constraints, Trade-offs & Compromise
All levels — SA, EA, TS5-6 hoursTrade-off framework + constraint register template + requirements classification guide

The art of making the best possible architectural decision given what is required, what is constrained, and what must be sacrificed.

...requirements define what the system must do: "The system must process orders." "Users must be able to search products." "Invoices must be generated monthly." Non-functional requirements define how well the system...

1 DayIntensive
PracticeReal decisions
Standards & Reference Architectures
Intermediate (SA, EA)4-5 hoursReference architecture library starter + standards register + architecture principles catalogue

How to create, govern, and operationalise architecture standards and reference architectures — the agreed patterns and structures that create consistency, reduce duplication, and accelerate delivery at scale.

...re-solving solved problems. What standards are: Pre-decided choices — "We use PostgreSQL for relational data" so teams don't re-debate the database every project. Guardrails — "All APIs must be versioned"...

1 dayIntensive
PracticalStandards exercise
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.

...future. A simple framework helps: Question If yes → Signal If no → Noise Is it already happening? Working products exist Only demos or papers Are multiple players pursuing it? Independent validation Single company...

Half DayIntensive
Horizon ScanDeliverable
AI Tools, Landscape & Platforms
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.

...When a startup says they built their own AI assistant, is it actually their AI? Usually, no. Most AI products you interact with are interfaces — they're built on top of a small number of foundation models...

Half DayIntensive
Beginner FriendlyNo technical background required
Future Operating Model
Advanced (EA, TS)5-6 hoursFuture operating model scenarios + AI-native organisation design principles + transition pathway + Communication Structure Heatmap

How organisations will need to restructure their technology capabilities, teams, and governance as AI, automation, and platform thinking reshape what it means to run a technology function.

...organisations need to do. Platform thinking shifts funding and governance models — from projects to products. The role of the architect is evolving — from designer to strategist and governor. Organisations...

1 DayIntensive
StrategicEA · TS
Current State & Target State Architecture
All levels — SA, EA, TS4-5 hoursAs-is / to-be architecture canvas + transition state design + maturity scale + AI readiness assessment

How to document what exists today, define what must exist tomorrow, and design the transition states that get you there — the discipline of architecture that connects present reality to future goals.

...documented, teams design solutions that ignore existing constraints — integration debt, legacy dependencies, data quality issues, regulatory requirements, and organisational capacity. The result is a target state...

1 dayIntensive
PracticalCanvas exercise