M5 · ORGANIZATION REWRITE · P14

The Org Change Playbook

Transformation management. This is a people problem disguised as a tech problem.

10 SLIDES · ~10 MIN · PLAYBOOK OVERVIEW
Key Takeaways
  • Manage the change, or the change manages you.
  • 88% — of companies report no measurable return on AI investment.
  • 70% — of AI value comes from people. Only 10% from technology.
  • $62M — written off by IBM Watson Health. The cautionary tale.
  • Name the operator you are hiring or promoting — not the architect, the operator.
MODULE 5 · PLAYBOOK 14

The Org Change Playbook

Transformation management. This is a people problem disguised as a tech problem.

BuildClub Academy
01 · THE HOOK

Three numbers explain why most AI rollouts fail.

88%
of companies report no measurable return on AI investment.
PwC CEO survey
70%
of AI value comes from people. Only 10% from technology.
BCG 10-20-70
$62M
written off by IBM Watson Health. The cautionary tale.
THE THESIS

Manage the change,
or the change manages you.

The Thesis
02 · THE BCG 10-20-70 RULE

Where AI value actually lives — and where you are spending.

BCG AI at scale — where the value comes from 10% Tech 20% Process 70% People Source: BCG AI at Scale 2026 — sized across 1,400+ enterprise deployments.
Takeaways
  • 1 10% from Technology — models, licenses, infrastructure. The line item every CFO sees first.
  • 2 20% from Process — redesigned workflows, decision rights, integration into the real flow of work.
  • 3 70% from People & Change — operating model, culture, fluency, saboteur management, champion networks.
03 · THE WRONG AI HIRE

Hire the operator, not the architect.

1
The pattern
Companies recruit an AI leader on academic pedigree or research output. No track record of shipping AI inside an operating business unit.
2
What it costs
Multi-year programs collapse. MD Anderson Cancer Center (the largest cancer hospital in the U.S.) ended its IBM Watson Health pilot in 2017 after a reported $62M spend. Vendor name became the strategy.
3
The lesson
Operators have already deployed AI against a P&L. Architects can say why it should work. For execution, pick the operator every time.
04 · THE 5-STEP PLAYBOOK

Five moves. In this order. Skip one and the rollout stalls.

1
2
3
4
5
1
Hire the operator
Not the architect. Not the academic. The leader who has already deployed AI inside a working business unit.
2
Find the anchor
One employee already running shadow AI inside your org. They become the internal case study.
3
Run the BCG sequence
Technology first (10%), then process redesign (20%), then people and culture change (70%). In that order.
4
Narrate the restructuring
If headcount changes come, narrate them as disciplined reallocation before the press does.
5
Measure people, not throughput
Track fluency rate, adoption rate, saboteur density alongside productivity metrics.
05 · RESTRUCTURING AS SIGNAL

Same playbook. Different narratives. Different results.

1
Discipline narrative
Block paired material headcount reduction with an AI-driven operating-model rewrite. Pre-narrated as discipline, the stock rallied on the announcement day.
2
Capability narrative
AT&T frames its generative AI rollout as a capability upgrade. NVIDIA's case study reports agent deployments across network operations; AT&T's own messaging emphasizes augmentation, not headcount.
3
The common move
In both cases the CEO brought the frame to the board before the press got the headline. The narrative was the strategy.
06 · TWO COLUMNS, ONE TRANSFORMATION

What CFOs ask vs what CHROs ask. Skip a column, kill the transformation.

CFO column — hard outcomes
Savings · Headcount redeployed · Productivity per FTE · Cycle time.
CHRO column — people outcomes
Fluency rate · Adoption velocity · Saboteur density · Retention impact.
CFO full, CHRO empty
Cost program, not transformation. Will not compound.
Both columns running
Real transformation. Compounding through people layer.
07 · THE 90-DAY RHYTHM

Four phases. Ninety days. Then measure people, not throughput.

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3
4
1
Days 1–30: Map and shadow
Two workflows. Named owner each. AI runs alongside the human. Output compared, not deployed.
2
Days 31–60: Define decision rights
Which decisions does the agent own. Which require human approval. This is where transformation lives.
3
Days 61–90: Fluency sprint
Every employee in the two pilot workflows completes at least one AI-augmented task. No exceptions.
4
Day 90: Measure both columns
CFO column and CHRO column. Present to the board as a dual metric.
MONDAY-MORNING ACTIONS

Five moves to manage the change before it manages you.

Monday Morning
  1. 1
    Name the operator you are hiring or promoting — not the architect, the operator.
  2. 2
    Find the internal anchor — the one employee already running shadow AI. That person becomes your case study.
  3. 3
    Add the CHRO column to the next AI program review — fluency rate, adoption velocity, saboteur density.
  4. 4
    Draft the restructuring narrative before you need it — narrative is a strategy input, not a comms afterthought.
  5. 5
    Run the 90-day shadow mode starting next Monday — two workflows, named owners, one metric each.
P14 · Questions CEOs Ask

Frequently Asked Questions

What is the core idea of The Org Change Playbook?
Manage the change, or the change manages you.
What does the data say a CEO should pay attention to?
88% of companies report no measurable return on AI investment. 70% of AI value comes from people. Only 10% from technology.
What should a CEO do Monday morning after reading The Org Change Playbook?
Start here: Name the operator you are hiring or promoting — not the architect, the operator; Find the internal anchor — the one employee already running shadow AI. That person becomes your case study; Add the CHRO column to the next AI program review — fluency rate, adoption velocity, saboteur density.
What are the steps in The Org Change Playbook?
1) Hire the operator; 2) Find the anchor; 3) Run the BCG sequence; 4) Narrate the restructuring; 5) Measure people, not throughput.
Where do the claims in The Org Change Playbook come from?
The playbook cites BCG 10-20-70 study; IBM Watson Health (public record); BCG AI value distribution study; MD Anderson Internal Audit Report.
P14 · Sources

All Sources in This Playbook

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