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AI Change in Roles, Skills & Workforce Design

All levels4-5 hoursRole redesign canvas + skills pathway + workforce transition map

AI does not only change tools. It changes tasks, handoffs, expectations, and the shape of roles themselves. Learn how work evolves when people and AI collaborate by design.

...habits, adoption becomes uneven and trust weakens. The manager is often the real translator between strategy and lived experience. If that layer is weak, even good AI strategy will feel abstract and imposed. Leading...

1 DayTransformation

Role DesignPractical

Workforce Design Role Redesign AI Adoption Skills Human AI Collaboration 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.

...GenAI system retrieves irrelevant or outdated chunks — answers look confident but are wrong Chunking strategy tuning; retrieval evaluation; freshness monitoring These are not edge cases. They are the...

1.5 DaysIntensive

Data ReadinessAssessment

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

Human Skills in an AI World

All levels4-5 hoursPersonal skills assessment + development plan + human-AI collaboration playbook

The skills that become more valuable, not less, as AI handles routine work. Critical thinking, creativity, emotional intelligence, ethical judgment, adaptability, and the art of working with AI as a collaborator.

...structure this analysis" Collaborator You and AI think together "Challenge my assumptions on this strategy" Partner AI and you build on each other's ideas "Let's explore this problem together" The...

1 DayIntensive

5 SkillsFramework

Human Skills Critical Thinking Creativity Emotional Intelligence AI Collaboration 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.

...destabilisation. Prioritise high-risk slicing candidates, schedule incremental peeling with a rollback strategy, track regression rate per refactor type, and monitor the coupling trend. Success metrics: reduced...

1 DayIntensive

LayersNot cleanup

Execution Stability Refactoring Delivery Predictability Structural Risk View Details

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.

...highest-visibility starting point, golden path design — create an opinionated default for your context, adoption strategy — design for voluntary adoption, not mandate, platform team design — structure, funding, and...

1 DayIntensive

CurrentSA · EA · TS

Architecture Platform Developer Experience Internal Platforms Self Service View Details

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.

...starting with real pain points, reference architecture design for your most common problems, adoption strategy — co-creation, tooling integration, measurement, governance process — review cycle, change management,...

1 dayIntensive

PracticalStandards exercise

Architecture Enterprise Context Standards Reference Architecture Governance Consistency View Details

AI in the Workplace

Beginner to Intermediate3-4 hoursPersonal AI workflow map + role-specific use case library

Applying AI in real work contexts — across roles, tasks, and teams. Move from knowing what AI is to using it every day, without hype, without fear, and without wasting time on the wrong things.

...Meetings, documents, research Research mode Surface options and background — you verify Planning, strategy, analysis Explain mode Translate complexity to clarity Stakeholder comms, training Transform...

Half DayIntensive

Beginner FriendlyNo math required

AI in the Workplace Generative AI Productivity AI Fluency Use Cases AI Workflows View Details

AI Operating Model & Team Design

Intermediate4-5 hoursAI operating model blueprint + team role map + governance forum design

AI success is not just about tools. It depends on how teams are organised, who owns what, how standards are set, and how delivery, governance, and platform capabilities work together.

...becoming normal. What good coordination actually looks like Coordination is one of those words every strategy document uses and very few organisations operationalise. In a strong AI operating model, coordination...

1 DayStrategy

Operating ModelDesign

AI Operating Model Team Design AI Governance Transformation Platform Teams View Details

Cognitive Load & Team Interfaces

VP Engineering, Platform Leads, Engineering Managers, Principal Engineers3-4 hoursCognitive load assessment per team, an interaction model, and a platform team charter naming what the platform does and does not own

A team can only hold so much — and the interaction modes between teams are what decide whether that limit is respected or quietly exceeded.

...alongside the Team Topologies & Organisational Design Workshop and the Platform Engineering & DevEx Strategy Workshop. Book a Workshop Ready to find out what your teams are actually carrying — and redesign...

1 DayIntensive

CapacityWhat a team can hold

Cognitive Load Team Topologies Platform Engineering Developer Experience View Details

Developer Experience as a Control System

CTOs, Engineering Leads, Platform Engineering Teams, Engineering Managers3-4 hoursA delivery friction map across four sprints, one named constraint pillar, and a traced DX-to-delivery signal

DevEx is not a perk — it is the set of operating conditions that governs how fast and how safely change moves through your delivery system.

...Is Not a Perk. It Is a Delivery Control System., and runs alongside the Platform Engineering & DevEx Strategy Workshop. The question of who owns the platform that removes this friction — and how adoption...

1 DayIntensive

ConditionsNot satisfaction

Developer Experience Delivery Performance Feedback Loops Platform Engineering View Details

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