Chapters 11–13

From first step to scale

A roadmap that fits your organization, a decision framework, a coherence diagnostic and a value simulator for your own figures.

11. Transformation roadmap

Nine steps from value to scale

Start with the outcome, not the technology. Transform one process that matters end-to-end, prove the value, then industrialize what you built.

  1. 01Define valueIdentify the strategic business outcomes.+
    Which outcomes would change our competitive position?
    • Value hypotheses
    • Executive sponsor
    • Outcome metrics
  2. 02Select processesFind high-value processes suitable for reinvention.+
    Where do handoffs, waiting and coordination cost us most?
    • Process heatmap
    • Value and feasibility scoring
    • Shortlist
  3. 03Redesign workMap today's process and design the future human-agent workflow.+
    If we designed this process today, what would it look like?
    • Current-state map
    • Future human-agent workflow
    • Role changes
  4. 04Define autonomyDecide what agents may recommend, decide and execute.+
    What is the right autonomy for the risk of each decision?
    • Decision rights
    • Escalation rules
    • Risk classification
  5. 05Build the foundationPrepare data, architecture, governance and workforce capabilities.+
    What must be in place before agents can act safely?
    • Data access
    • Orchestration platform
    • Control layer
    • Skills
  6. 06Sequence for absorptionPlan what the organization can absorb, not what is fastest to build.+
    What can teams absorb now without losing coherence?
    • Change load per team
    • Friction removed first
    • Phased plan with momentum
    • Daily operations protected
  7. 07Launch a lighthouse transformationTransform one strategically important process end-to-end.+
    Which process will prove the case to the whole organization?
    • Cross-functional squad
    • Live operation
    • Weekly value review
  8. 08Measure valueTrack outcomes, not usage.+
    Did the process get faster, cheaper, better and safer?
    • Cycle time
    • Cost
    • Quality
    • Revenue
    • Customer outcomes
    • Employee outcomes
    • Risk
  9. 09ScaleIndustrialize reusable capabilities and expand to more processes.+
    What can the next process reuse from the first?
    • Reusable agents
    • Shared data products
    • Playbooks
    • Portfolio of processes
12. Executive decision framework

Where Should You Use Agentic AI?

Score a process on eleven criteria, or start from an example. The framework places it in one of four approaches.

Reinvent

Recommended autonomy
Readiness

Simplified heuristic for discussion. Horizontal axis averages complexity, coordination, handoffs and decision intensity. Vertical axis averages business value, personalization and scalability.

Where is your coherence bottleneck?

Rate eight dimensions from 1 to 5. The weakest dimension limits what AI can deliver, so start there.

Based on the Coherence Diagnostic Model from The Coherent Enterprise. Simplified self-assessment for discussion.

13. Value simulator

Compare three ways to apply AI to one process

Enter your own process figures. The defaults are example values, not benchmarks.

55%
60%
30%

Illustrative assumption

10%

Flow today

70%

Business case

One-off €Per year € GenAI assistance Agentic automation Process reinvention
60%
50%

Flow · today and after

Friction per case. This is where agents create most of the speed.

Business case · conservative scenario

A CFO reads the conservative scenario first. Everything above it is upside.

Illustrative scenarioNot a guaranteed business case. Results depend entirely on your inputs and the simplified assumptions below.
How the estimate works
  • Baseline hours = volume × processing time.
  • GenAI assistance saves the assumed share of handling time on every case. Waiting time is unchanged.
  • Agentic automation fully handles routine × automation potential of cases; these are assumed to finish in 10% of today's cycle time. Remaining cases still get the GenAI saving.
  • Process reinvention adds the redesign improvement to both handling time and cycle time of the remaining cases.
  • Capacity in FTE assumes 1,600 productive hours per person per year.
  • Handoffs: automated cases keep one handoff, to a person or a system. Redesign reduces the remaining handoffs by the redesign improvement.
  • Waiting time and time to decision follow the cycle-time logic. GenAI assistance does not change them; agents decide routine cases in 10% of today's time.
  • Benefit = cost capacity released × conservative factor. Released capacity only becomes cash when it is redeployed, absorbs growth or avoids hiring.
  • Year 1 realizes only the realization rate; the full benefit starts in year 2. Break-even is the first month in which cumulative net value turns positive.
NextInsightsShort reads for leaders