WORKING GUIDE

How to run an AI transformation in 28 weeks

A practical route from a measured process baseline to an AI agent in production — with owners, gates and a week-by-week plan.

The transformation map

The route itself is open. Four phases, 12 steps; the timeline below is calibrated for an organisation of 160 users.

DATM: four phases from the management order to measurable ROI
PhaseStepsTimeline (160 users)Phase result
A. Decisions and preparation1–3Weeks 1–4Management order: 4 processes, 4 agents, 4 C-level owners; target ROI metrics approved
B. Digital foundation4–6Weeks 5–164 processes run in d8n in production; the corporate knowledge base is built
C. Agent launch7–9Weeks 17–284 agents configured, piloted and rolled out to all users
D. Operations and ROI10–12OngoingWeekly working groups run; ROI is measured and defended quarterly

The full cycle takes 6–8 months from the management order to measurable ROI across all four agents.

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The 12 steps

Phase A — decisions and preparation

  1. Management decision and order
  2. Readiness assessment (discovery)
  3. Target metrics and the business case

Phase B — digital foundation

  1. Deploy the standard d8n configuration (foundation)
  2. Run the processes in production
  3. Corporate knowledge base and document catalogue

Phase C — agent launch

  1. Agent configuration and calibration
  2. Pilot with AI champions
  3. Full wave-by-wave rollout

Phase D — operations and ROI

  1. A weekly working group per agent
  2. ROI measurement and the three-layer metric model
  3. Quarterly review and scaling

What is inside the file

  • A 28-week Excel schedule for owners, dependencies, gates and acceptance.
  • Checklists for process readiness, knowledge quality and production launch.
  • Quality thresholds for hallucinations, relevance, citation accuracy, adoption and NPS.
  • Templates: the order, the weekly working-group protocol and the risk register.