Who it is for
For leaders who need to know where their organization's AI maturity stands on the governance, lineage, and audit-trail gaps regulators will scrutinize next.
AI Knowledge Series / intermediate
The Readiness Gap
Benchmark your organization's AI maturity against the governance, lineage, and audit-trail gaps regulators will scrutinize next.
The problem
It starts with the situation you're actually in.
This is a workbook, not a survey of the field. Every exercise ends with something you build: a register, a diagram, a score, a roadmap. Two things about your organization are probably both true right now—and they don't fit together.
Eleven months after a consumer lender finished its first AI governance assessment, the regulator behind that inquiry scheduled a routine follow-up on the credit-decisioning model that approves and prices its personal loans. The first review had gone cleanly. The model had not failed.
Outcomes
What you'll be able to do.
The Question You Can't Answer Yet
You can pick the highest-impact AI system on your inventory—a benefits-eligibility model, a resume screener, a clinical-triage score, a pricing engine—and answer the plain question a regulator will point at one specific output and ask: Why did this person get this result?
When the Number Hides the Truth
You'll see why you can pass every single-system test in this workbook and still fail an audit—just as a regional hospital network claimed "strong AI governance" because its flagship sepsis-alert model had a clean lineage diagram and an immutable decision log.
Rehearsal Beats Inventory
You'll be ready for what a real regulator actually does: not ask whether you have an AI policy, but ask you to produce the approval record for a specific model on a specific date—and explain who signed off on the data it was trained on.
Why an Unsorted Gap List Fails
You'll turn a pile of findings into a sequence your engineering and compliance teams can execute, instead of the result paper policies get—everything looks important, so nothing moves. A roadmap is what makes the difference.
Inside the book
A closer look at the work inside.
What the Gap Looks Like in Practice
The gap is rarely a dramatic failure. It shows up as small, specific inabilities, and you recognize your own readiness by which you can answer without a meeting—starting with the inventory question: how many AI or automated decision systems are in production right now, including models embedded in software you bought rather than built?
Your First-Pass Readiness Diagnostic
Set aside thirty minutes. For the organization you chose, work through the diagnostic and record a score for each item. It's a self-assessment, so the value is in candor, not in a high number.
Confirm You're Ready to Move On
- You chose one real organization or unit to assess.
- You completed the eight-item diagnostic and recorded a total out of 24.
- You identified your single lowest-scoring item and wrote it down.
- You can name your gap's dominant type: visibility, control, or evidence.
- You started a working document to carry forward—your scores live there now.
How to Use This Book
- Work on a real organization. Pick the entity you are responsible for—a company, a division, a function. Vague answers about "AI in general" produce a vague assessment.
- Write your answers down. The outputs compound. Your another chapter diagnostic feeds the maturity score later in the guide, which feeds the remediation roadmap later in the guide.
- Score honestly, not aspirationally. The temptation throughout will be to rate the policy you intend to write rather than the one that exists.
Reading the Gap in a Real Situation
You're a VP of operations whose team adopted a vendor's AI-driven scheduling tool that decides which staff work which shifts. Everyone understands it, usage is high, and the board has heard a confident update on its efficiency gains. By the fluency measure, you look ready—until you apply the four probe questions.
The Readiness Gap frameworkInside the book
Visual preview
A diagram you can keep open while you work.
Table of contents
10 chapters, built to be read in order.
01
Naming the Gap You Can't See
02
The Regulatory Horizon Scan
03
Building Your AI System Inventory
04
Data Lineage From Source to Decision
05
Audit Trails That Survive Scrutiny
06
Scoring Your Maturity Against the Benchmark
07
Closing the Policy-to-Practice Distance
08
Board Oversight and Accountable Ownership
09
Stress-Testing Readiness With a Mock Audit
10
The Prioritized Remediation Roadmap
136
Pages
19,620
Words
78
Exercises, checklists & tools
10
Chapters
Formats
Three formats. One purchase.
EPUB, PDF, and HTML are included so the book can work on an e-reader, as a designed copy, or as a searchable desk reference.
EPUB
For e-readers and reading apps.
The designed edition with diagrams and layouts intact.
HTML
Searchable, copy-pasteable, and practical as a reference.
Complete guide
The Readiness Gap
$9.99
intermediate guide pricing
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Before you buy
Questions, answered.
Does this include the full book?
Yes. You get the complete edition, including the chapter sequence and internal materials described on this page.
Which formats are included?
EPUB, PDF, and HTML are included so you can read on an e-reader, keep a designed copy, or use the searchable browser version.
What is the refund policy?
Because this is an instant digital download, broad change-of-mind refunds are not offered after the files have been accessed. Refund requests are reviewed within 7 days for duplicate purchases, accidental purchases before access, access failures we cannot fix, wrong files, corrupted files, or pages that materially misdescribe the book.