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AI Measurement & ROI
Intermediate to Senior Leaders3-4 hoursAI measurement framework + ROI model + leadership dashboard template

Proving AI's value — defining success before you start, attributing outcomes correctly, and reporting to leadership in a way they trust. The discipline of answering the question every executive asks: is this worth it?

Quick Navigation The measurement problem Why measurement is hard The AI value chain Calculating ROI Attribution — proving...

1 DayIntensive
ROI FrameworkDeliverable
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.

...AI taking you? Operating model — how to organise for AI Maturity assessment — where are you today? Value framework — how to measure AI impact Strategic portfolio — what to fund first Building the roadmap The...

2 DaysIntensive
Strategy + RoadmapDeliverable
Developer Experience Is Not a Perk. It Is a Delivery Control System.
Developer Experience Is Not a Perk. It Is a Delivery Control System.

Developer experience is not about making developers happy. It is about controlling the conditions that determine delivery output. Organizations that treat DX as a perk have removed the control system from their delivery engine without knowing it.

...system is latency. It is not inconvenience. It is not a developer preference. It is time consumed before value moves. And unlike CI pipeline latency — which is measured to the second — friction in a developer's...

You Cannot Improve an Architecture You Have Not Measured.
You Cannot Improve an Architecture You Have Not Measured.

Enterprise architecture maturity is not a feeling. It is a score. Organizations that cannot measure their architecture maturity cannot improve it. The EAMS model gives you the score.

...status. The pilot does not say: I think the fuel gauge is fine. They read the number. They log the value. They compare it against a threshold. And only then do they decide whether the aircraft is ready...

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.

...services, cloud-native, event-driven architecture. Each year is a working system. Each year delivers value. Each year is one step closer to the target. Rules for transition states: Each transition must...

1 dayIntensive
PracticalCanvas exercise
Operating Model Choices
Advanced (EA, TS)5-6 hoursOperating model design canvas + team topology guide + Conway's Law application worksheet + Communication Structure Heatmap

How the structure of technology teams shapes the structure of the systems they build — covering Conway's Law, centralised vs federated models, platform teams, product operating models, team topologies, and designing the organisation that produces the architecture you want.

...indefinitely to own and evolve a product. The shift from project to product changes everything — funding, measurement, ownership, and architecture: Project vs product: Dimension Project model Product model Funding...

1 DayIntensive
StrategicEA · TS
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.

...call when it breaks It is not mandated Teams adopt what they choose, not what is forced The adoption measurement framework: Metric What it measures Target Adoption rate % of teams using the platform >80%...

1 DayIntensive
CurrentSA · EA · TS
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.

...early or too late both cost you. The key is to invest during the slope of enlightenment — when real value is emerging but before widespread adoption. This guide focuses on trends that are already past...

Half DayIntensive
Horizon ScanDeliverable
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.

...dot product between queries and keys, run through a softmax to produce weights, then applied to the values. The 2017 paper that introduced this — "Attention Is All You Need" — is the foundational paper...

2 DaysIntensive
Beginner FriendlyNo math required
Architecture Governance
Intermediate to Advanced (SA, EA, TS)5-6 hoursGovernance model canvas + architecture principles register + escalation path template

How to design, implement, and measure architecture governance — the mechanisms that ensure decisions are made consistently, applied correctly, and aligned with strategy.

...specific enough to guide decisions and flexible enough to apply in different contexts. They connect values to rationale to implications. A bad principle: "We prefer simplicity." A good principle: "We prefer...

1 DayIntensive
PracticalSA · EA · TS