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
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.

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.
