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 — the full book arrives here September 2026, free for the community.

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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.

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AI Economics

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

Explore the intersection →

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 process diagram: seven phases T through N flowing left to right into end users, with a feedback arrow returning from Navigate to Team UP

The seven phases flow left to right — from defining scope with a cross-functional team, through model development, human-in-the-loop feedback, and deployment — delivering value to end users. The arrow sweeping back from Navigate to Team UP is the heart of the framework: 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
Full book arriving September 2026

Until then, the complete edition is available on Amazon in Kindle and paperback.

Get the book