Forthcoming · Business Leadership
How to Lead AI Transformation in Your Organization
Dr. Xiaoyun Xu · Dr. Jason Xiaotian Dou
“AI expands what you can delegate; leadership determines its purpose, permissions, and accountability.”
The
How to Lead AI Transformation in Your Organization
Dr. Xiaoyun Xu
&
Dr. Jason Xiaotian Dou
The Problem
AI proposals are framed as decisions about tools. But their consequences extend across the business — and they show up in places the proposal never mentioned.
from records that mean different things in different parts of the business.
but new review work created for someone else to absorb.
that junior staff used to learn the job through.
These are leadership problems — requiring choices about resources and responsibility.
The Framework
Four questions every leader should be able to answer before AI takes on meaningful work.
Start from the customer or business outcome, not the technology. Name the result that would justify the effort and the person accountable for achieving it.
Key Ideas
01
Follow the work from the initial request all the way to the accepted business outcome — not just the step AI performs.
02
The human effort required to check, correct, and finalize AI work. It is real cost, and it must be counted.
03
When routine work disappears, the practice through which people learn may disappear with it.
Capability does not by itself grant authority, and a signature does not by itself establish effective oversight.
Outcomes
Frame an AI proposal around a customer or business outcome and name the accountable person.
Assess whether information and source records are fit for the specific decision.
Compare complete ways of doing the work, including preparation, checking, correction, exceptions, and support.
Distinguish released staff capacity from demonstrated cash saving.
Design meaningful human review and preserve professional competence.
Specify permitted actions, escalation, and recovery responsibilities.
Translate values into funded service commitments and decision rights.
Connect supplier selection and growth with evidence of customer demand, operating value, and continuing ownership.
Inside the Book
Fictional executive cases throughout the book are teaching cases, clearly labelled as such.
The Decision Toolkit
| # | Tool | Captures |
|---|---|---|
| 1 | Core decision record | Purpose, outcome, and the accountable person |
| 2 | Source and readiness evidence | Whether records are fit for the decision |
| 3 | Intervention record | What changes, where, and why |
| 4 | Workflow comparison and funding | Complete ways of doing the work, compared and costed |
| 5 | Employee compact and capability | Commitments to people and their development |
| 6 | Delegated action and recovery | Permitted actions, escalation, and recovery |
| 7 | Values and continuing oversight | Funded commitments and decision rights |
| 8 | Portfolio and supplier decision | Investment and supplier choices tied to evidence |
| 9 | Closure and handover checklist | Ending or transferring ownership responsibly |
An editable Word toolkit companion accompanies the book, so teams can put each tool to work.
Who It Is For
Executives, business owners, business-unit leaders, and senior functional managers accountable for business outcomes.
Transformation leaders, board members, advisers, and MBA and executive-education participants.