Establish
Owners, register, catalogue, cost baseline.
AI adoption that owns risk and proves value
Client operating framework
A calm operating loop for Microsoft 365 Copilot, Copilot Chat, agents, and metered capabilities. Mapped to the 12 Panes window and Wave 0 Steady sequence.
Cycle
Owners, register, catalogue, cost baseline.
Adopt / test / wait / reject. Counsel dials.
Cohort enablement. Controls. Feature register.
Variance, funnel stages, control evidence.
Reclaim, remediation, roadmap exceptions.
Eight domains
Recommendation Exact proposal text. Validation required for client-specific owners and rhythms.
| Domain | Required management output | Accountable client owner | Review rhythm |
|---|---|---|---|
| 01Entitlements and access | Contract-backed catalogue of eligible users and available services | Procurement with CIO | Monthly and before renewal |
| 02Optional and metered capabilities | Approved feature register with scope, cost owner and expiry | AI service owner | On change and monthly |
| 03Data and integrations | Source register with permissions, freshness and action rights | Data or application owner | On change and quarterly recertification |
| 04Agents and custom AI | Inventory, evaluation, release and retirement records | Named business owner | Before release and monthly |
| 05Governance and compliance | Risk decisions, control evidence and exceptions | Executive risk owner | Monthly and on material change |
| 06Financial management | Reconciled actuals, commitments and forecast | CFO delegate | Weekly variance and monthly close |
| 07Adoption and value | Cohort funnel, workflow outcomes and benefit ledger | Business process owner | Fortnightly pilot and monthly service |
| 08Innovation and roadmap | Adopt, test, wait or reject decisions | Enterprise AI lead | Monthly and urgent exceptions |
Financial management uses FinOps operating language: Inform → Optimize → Operate on the Cost & Value pane.
Decision states
Horizon and roadmap intel feed judgment. Counsel dials (Guardian / Steward / Pathfinder) record appetite. Nothing reaches production agents without a named business owner and release record.
Steady holds. Owner named. Value case frozen.
Bounded cohort or sandbox. Kill criteria dated.
Evidence incomplete. Product change monitored.
Risk or value case fails. Explicit stop-rule.
Adoption measure
Service cadence
Licence dormancy signals. Cost variance. Security hotspots.
Domain pack. Register hygiene. Governance exceptions. Adoption pulse.
Horizon decisions. Recertification. Benefit ledger reconcile. Counsel dial check.
CTA
DIGITAL SKILL WORKS LTD / 12 PANES