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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.

...we start — the workforce conversation people avoid Why AI changes work before it changes jobs Tasks, roles, and capability shifts Augmentation vs automation How role redesign actually works The skills that...

1 DayTransformation

Role DesignPractical

Workforce Design Role Redesign AI Adoption Skills Human AI Collaboration View Details

Your On-Call Log Is Your Real Org Chart.

Why on-call rotation data is the most accurate org chart your engineering organisation has — and almost nobody uses it to make structural decisions.

...this is for: CTOs, VP Engineering, Engineering Managers, Technology Directors Problem it solves: Org redesigns that look structurally sound on paper reproduce the same load failures in practice — because...

Technology Leadership Organizational Design Delivery Excellence Engineering Leadership Fractional Leadership Read Insight

Your Git History Is an Architecture Health Report. Nobody Is Reading It.

A practical architecture technique showing how Git commit patterns reveal structural instability, boundary violations, and ownership gaps in software systems.

...work Repeated repairs indicate structural stress. In software systems, commit churn plays the same role. Frequent changes to the same components often indicate architectural instability. The Architecture...

Architecture Engineering Software Architecture Architecture Governance Technology Leadership Read Insight

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 are changing The AI-augmented technology function Platform-based operating models The evolving role of architecture Skills and capabilities Governance in a future operating model Designing the transition AI...

1 DayIntensive

StrategicEA · TS

Architecture Operating Model AI Future of Work Strategy Platform 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.

...delegated authority) → Approved (document rationale and conditions) or Denied (use the standard or redesign approach) → Log in register (track exception for future review). Four types — principles, patterns,...

1 dayIntensive

PracticalStandards exercise

Architecture Enterprise Context Standards Reference Architecture Governance Consistency 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.

...failures Why organisation design matters The major operating model patterns Platform, product, and governance roles Decision rights and ownership Capability pathways and centres of gravity How capability scales...

1 DayStrategy

Operating ModelDesign

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