TERRAIN AI Framework
The TERRAIN golden king
Free community resource

Agile, rebuilt for the age of AI

The CIO's guide to artificial intelligence transformation — read the opening free today; the full book arrives September 2026.

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Innovate
New ideas, hypotheses, and experiments
Team UP · Explore · Research
Implement
Ideas become working, trusted AI
Rigorize · Assimilate
Integrate
Embedded in the business, sustained
Iterate · Navigate
T
Team UP
Team Formation and Envisioning
E
Explore
Exploration and Data Acquisition
R
Research
Rapid Prototyping and Experimentation
R
Rigorize
Rigorous Model Training and Evaluation
A
Assimilate
AI in the Loop and Feedback Integration
I
Iterate
Iteration, Refinement, and Deployment
N
Navigate
Navigate and Monitor

Three strategic pillars, seven delivery phases — one framework.

The framework

The seven pillars of Agile AI delivery — full book arriving September 2026.

See the framework →

Blog

Essays and field notes on AI strategy, delivery, and leadership.

Latest posts →

AI Economics

Where AI meets the balance sheet — capex cycles, adoption, and CIO budgets.

Explore the intersection →

Latest writing

Blog

Why AI projects break traditional Agile — and what to do about it

Scrum wasn't built for probabilistic systems. Here's where AI projects snap the standard playbook, and how to adapt.

Built for the whole organization

A bridge, not another silo

TERRAIN connects the business and IT sides of the organization, so AI initiatives stay anchored to business value from day one.

Governance built in

Accountability at every step — business-case traceability and portfolio-level funding decisions along the way, not after the fact.

Organizational memory

Every experiment, model, and decision is retained as institutional learning — the organization gets smarter with each iteration.

The framework at a glance

TERRAIN framework diagram: the Innovate, Implement, and Integrate pillars spanning the seven phases Team UP through Navigate, riding on an AI Ops backbone, with a feedback arrow returning from Navigate to Team UP

One picture, the whole framework: the three strategic pillars — Innovate, Implement, Integrate — span the seven phases from Team UP to Navigate, all riding on an AI Ops backbone. The arrow sweeping back from Navigate to Team UP is the heart of it: everything learned in production feeds the next cycle, so the organization keeps its memory and gets smarter with every iteration. Each phase is covered in depth in the book.

TERRAIN AI Framework book cover
Read the opening free — full book September 2026

The preface and introduction are free to read now. The complete edition is on Amazon.

Read now