AI STRATEGY

How AI rolls out across a company.

Most AI strategy stops at IT and a couple of pilots. The real work is sequencing the rollout across every function, and knowing where you actually stand before you start.

Rolling AI out across an organization is not a technology project owned by one team. It touches how work gets done, how teams are shaped, how customers are served, how decisions get made, and how people feel about all of it. A real rollout goes function by function and in the right order, so you invest where it pays off and protect the parts that are not ready. The AI Maturity Model is the framework I use to structure that: an honest read of where you are across ten capability dimensions and every level from the individual to the enterprise, so the plan is built on reality instead of hope. I bring an industrial-organizational psychology lens to the work, because the hard part is never the technology, it is the people and the processes around it.

THE ROLLOUT

FUNCTION BY FUNCTION

  • Operations
  • Product
  • Sales
  • Finance
  • Customer Service
  • HR
  • Leadership

AI does not arrive everywhere at once. Every function moves at its own pace, and the strategy is the order you move them in.

THE AI MATURITY MODEL & ASSESSMENT

Every rollout starts with an honest map.

The model is the framework: ten capability dimensions, three organizational levels, five maturity stages. The assessment is how I place you on it, an honest read of where you actually are before a single move is recommended. It is the backbone of every engagement, not a separate product.

Most leaders are strong where they assumed they were weak and exposed where they assumed they were fine. That map is what the whole rollout gets sequenced against.

THE INSTRUMENT

5 STAGES

01

Foundational

02

Emerging

03

Embedded

04

Integrated

05

Optimizing

3 LEVELS

Enterprise

Manager & Team

Individual

10 DIMENSIONS

01 Strategy
02 Adoption
03 Process
04 Infra
05 Operating
06 Literacy
07 Data
08 Governance
09 Risk
10 Culture

EVERY FUNCTION, NOT JUST IT

AI is a whole-company question.

The mistake most organizations make is treating AI as a technology project owned by one team. It is not. Operations, sales, customer service, HR, finance, product, leadership: each one has work AI can accelerate, work it can automate, and work that should stay human. Strategy means going function by function and asking the same questions. What here is worth changing, what is the risk, who is affected, and what has to be true for it to work. The output is not a tool list. It is a map of where AI creates value across the business, and the order to pursue it in.

The Milky Way over a calm landscape, suggesting a network of interconnected functions operating at organizational scale

WHY THE PEOPLE LENS

Pilot purgatory is a people problem.

The research is consistent: most enterprise AI spend produces no measurable return, and most pilots never reach production. The technology is rarely the reason. The reason is that the organization was not designed, staffed, or ready to absorb it. That is exactly what an industrial-organizational psychology lens is built to assess, and it is why my AI strategy work is grounded in people and process, not just the model you pick.

START WITH A MAP

Plan the rollout properly.

If your organization is past the hype and ready to roll AI out for real, function by function and in the right order, let's talk. We will start with where you actually are.