Coming Soon · An executive playbook for CHROs and organizational design leaders

Redesign, Don't Deploy^™

Organizational Effectiveness in the Age of AI Agents

Technology creates capability. Only organizational design converts it into performance. Every company now has access to roughly the same AI agents. What separates the winners is whether anyone redesigned the organization to receive them.

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By Sylvia Nealy David, former CHRO · Launch date to be announced

Redesign, Don't Deploy book cover by Sylvia Nealy David

The Problem

Four minutes on a Tuesday.

A CEO closes his folder at an executive meeting and says, "We need to implement AI. I don't want to dictate how, but I want to see a plan." He's right about the direction. The failure is what the room does next.

An RFP goes out. A strong consulting firm is hired. There are 140 use cases on a matrix, a platform, a center of excellence, and endless meetings about what agents can do and what they cost. HR is handed a workstream called "Change Management and Adoption," asked to help people accept a change that was never designed.

The book calls this strategy by procurement: turning an unanswered strategic question into a purchasing decision, and assuming the vendor will answer it during delivery.

Part One · Why Deployment Fails

The Deployment Trap

The belief that installing capability is the same as improving performance. Three mechanisms explain why good technology produces disappointing results, and none of them is a model problem.

Capacity that never converts

An agent gives 30 people 20 minutes back each. Everyone is pleased, and nothing changes. Benefit realization is a management action, not a technical outcome.

The bottleneck that moves

Drafting time drops and review time appears. The work usually lands on your most experienced person, so automating junior work ends up overloading senior people.

Oversight that quietly stops

When a system is usually right, attention decays and approval becomes reflexive. Every indicator looks the same whether oversight is healthy or gone.

Part Two · The Method

The Redesign Hexagon^™

Six elements. All six move, or you get expensive activity and no change. Technology and Work get attention. Loops, People, and Signals get left behind, and they are precisely the three that determine whether the change holds.

WorkWhat gets done, and by which kind of doer: people, agents, or both working jointly. The foundation everything else follows from.
StructureHow people are grouped, layered, and spanned.
DecisionsWho decides what, with what authority, at what speed, now including what the agent decides.
LoopsThe new element. Where and how humans engage with agentic work.
PeopleCapability, careers, and how people grow.
SignalsMeasures, targets, incentives: what the organization pays attention to.

The strategy: don't try to own the whole program. Own Loops, People, and Signals, and the program will need you.

Original Frameworks

Tools built for people leaders, not technologists.

Written from the seat of an organizational design practitioner, in the language CHROs and their executive peers already use.

Chapter 2

Four Currencies of Work^™

Every role is a bundle of Execution, Judgment, Relationship, and Accountability. Agents absorb execution. The rest pools upward unless you redistribute it.

"The high-value work is almost never the high-time work."

Chapter 3

Redesign Hexagon^™

Work, Structure, Decisions, Loops, People, and Signals: the six elements that must move together, plus Three Horizons for sequencing value.

"Fund the hexagon, not the build."

Chapter 5

Loop Ladder^™

Five rungs that define what the human actually does with agent work. Human in the loop is not a control. It's an operating model choice.

"Earn your way down. Fall back instantly."

Chapter 8

Practice Deficit^™

Routine work was how professionals built expertise. Automate it without a plan and the gain lands this year while the cost lands in five to ten years.

"The routine work was the training mechanism."

Chapter 8

Judgment Ladder^™

Execute, Verify, Decide, Design, Govern: a deliberate path for growing judgment when the old apprenticeship has been automated away.

"Review builds recognition, not generation."

Chapter 11

Peer Constellation Method^™

Benchmark against four peer groups (competitors, operational analogues, ahead-of-the-curve organizations, and talent competitors) without becoming average.

"Benchmark to calibrate the question, not to copy the answer."

Human in the Loop, Designed

Where does the human belong?

"Human in the loop" covers everything from a compliance officer approving a high-stakes call to a tired contractor clicking through a queue. The Loop Ladder™ makes that choice explicit, rung by rung, so oversight is designed on purpose instead of left to whoever configured the software.

Earn your way down. Fall back instantly.

1
Human DoesThe agent assists; the person does the work. Start here for anything new.
2
Human DirectsThe person breaks down and assigns the work, reviewing each step.
3
Human DecidesThe agent assembles and drafts; the human chooses and owns the call.
4
Human ReviewsThe agent completes; the human approves before it takes effect.
5
Human GovernsHumans set bounds, monitor, sample, and can stop it.

Inside the Book

Diagnose. Redesign. Lead.

A high-level, story-driven playbook that moves from why AI programs underperform, to the six things you redesign, to a plan you can start on Monday.

Part One

Why Deployment Fails

01The Deployment Trap
02What Actually Changes: The Four Currencies of Work

Part Two

The Six Things You Redesign

03The Redesign Hexagon
04Work: Rebalancing the Role
05Loops: Where the Human Belongs
06Decisions: Rights, Latency, and the Cost of Waiting
07Structure: Spans, Layers, and the Two Managers
08People: The Practice Deficit and the Judgment Ladder
09Signals: Measurement That Doesn't Lie

Part Three

Leading the Redesign

10The Sequence
11Benchmarking Without Becoming Average
12The Four Conversations
13Your First Ninety Days

12Playbook tools

From the Conversion Test to the People Commitment, one per step of the method.

20Diagnostic questions

To test whether your AI program is deploying or redesigning.

5Executive templates

Including the business case one-pager, decision rights, and an adoption scorecard.

90Day plan

See clearly, build the case, claim the ground, without waiting for a mandate.

Who It's For

For the people leaders who will determine whether AI succeeds.

Chief Human Resources OfficersChief People OfficersHeads of HRVPs of Organizational DesignVPs of Organizational EffectivenessTransformation Leaders

You've been handed "change management and adoption" for a change nobody designed.
You need a credible seat in AI decisions alongside the CFO, CEO, and technology leader.
You want employee growth treated as a design requirement, not an afterthought.
You need language, tools, and a sequence your executive team can act on now.

About the Author

Sylvia Nealy David

Sylvia Nealy David is a former CHRO and organizational effectiveness and design practitioner with 30 years in talent and organizational leadership. She has guided organizations, including Fortune 500 companies, through enterprise AI redesign and transformed HR organizations with AI. She now advises leaders on redesigning work for the age of AI.

She is the author of Redesign, Don't Deploy: Organizational Effectiveness in the Age of AI Agents.

30Years in talent & organizational leadership

CHROFormer chief human resources officer

AIEnterprise AI & HR redesign

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