Practices & Playbooks
Applicable methods that turn the framework into day-to-day work.
190 results
AR-A01 · Strategic Intent & AI North Star Design
Create an outcome-led AI North Star that guides choices, sets boundaries and connects AI ambition to the enterprise strategy already in force.
Alignment
AR-D01 · Decision-to-Data Dependency Mapping
Expose the data, knowledge, rules and context on which a priority decision or AI-enabled workflow depends, establish what must be kept out of it, and connect each dependency to its business consequence.
Data
AR-E01 · Ethical Charter and Non-Negotiables Workshop
Turn enterprise values, duties and risk appetite into a short decision charter that teams can apply to real AI use cases and agent actions.
Ethics
AR-IM01 · Strategic Value Intent Canvas
Translate an enterprise priority into a bounded AI value thesis before a solution, vendor or model becomes the organising idea. The canvas makes the intended advantage, beneficiary, time horizon and non-negotiable constraints explicit.
Impact
AR-I01 · Enterprise Real-Flow Discovery
Reveal how work actually moves across people, teams and systems, including where the lived flow diverges from the documented process and where hidden work, waits, handoffs and friction shape the outcome.
Integration
AR-V01 · Role-Based AI Literacy Baseline
Establish the minimum role- and context-aware AI literacy needed for responsible participation before deeper capability pathways are designed in AR-V21 and AR-V22.
Values
AR-A02 · AI-to-Strategy Outcome Mapping
Map how AI could influence strategic outcomes and identify the causal assumptions and evidence required before investment.
Alignment
AR-D02 · Critical Asset and Ownership Mapping
Use when critical assets are orphaned, ownership is system-based, issue resolution stalls or multiple domains claim authority.
Data
AR-E02 · Stakeholder and Human-Rights Impact Assessment
Identify and manage actual, potential and cumulative impacts on people, groups, society and the environment across the AI lifecycle.
Ethics
AR-IM02 · Business-to-AI Outcome Chain
Make the causal path from AI capability to enterprise value inspectable. The chain separates technical performance from human adoption, workflow change, intermediate outcomes and realised business effects.
Impact
AR-I02 · Bounded Goal and Trajectory Review
Review goal-directed AI-enabled work where the execution path is composed at run time, establishing whether the operating boundary is explicit and the resulting trajectory can be reconstructed.
Integration
AR-V02 · AI Output Sensemaking and Calibration
Give teams a repeatable method to interpret confidence, uncertainty, context sensitivity and limitations before acting on AI outputs.
Values
AR-A03 · Strategic Themes, Guardrails & OKR Translation
Translate the AI North Star into a small set of durable themes, measurable outcomes and guardrails that portfolios and teams can use.
Alignment
AR-D03 · Semantic Context Mapping
Define the meanings, relationships, temporal conditions and context signals an AI-supported decision must understand.
Data
AR-E03 · Non-Delegable Decision and Accountability Design
Within the established decision architecture, make human outcome ownership, non-delegable decisions and the boundaries of AI or agent delegation explicit in the real workflow.
Ethics
AR-IM03 · Indicator Map
Create a balanced signal system that connects early indicators to lagging outcomes while protecting quality, safety and stakeholder value. The map clarifies which signals support learning and which justify value claims.
Impact
AR-I03 · AI Presence and Participation Depth Review
Identify where AI participates in the flow, classify its operational role and establish how deeply subsequent work, decisions or actions depend on that participation.
Integration
AR-V03 · Human-AI Override & Escalation Readiness
Build the understanding, confidence and practiced behavior required to act within decision, override and escalation mechanisms defined by Alignment and Architecture & Rhythm.
Values
AR-A04 · AI Decision Architecture & DACI
Make material AI decisions visible and assign one Driver, one Approver, required Contributors and transparent Informed roles.
Alignment
AR-D04 · Data Fitness-for-Decision
Set and test decision-specific quality, freshness and latency requirements linked to business impact.
Data
AR-E04 · Contestability, Recourse and Remedy Design
Give affected people a practical way to understand, challenge, correct and obtain review or remedy for AI-influenced outcomes.
Ethics
AR-IM04 · Outcome Ownership Charter
Establish who is accountable for benefit realisation and who controls the operational changes required to produce it. The charter prevents responsibility from collapsing into a generic project or technology role.
Impact
AR-I04 · Decision Point and Decision-to-Action Mapping
Make critical decisions, ownership, AI influence and downstream action paths visible.
Integration
AR-V04 · Shared AI Language and Living Case Library
Create a small shared vocabulary and a living library of context-rich cases that anchors discussions in observable work.
Values