Flagship Diagnostic
AI Maturity Assessment & Strategy
An honest, defensible view of where your organization stands on AI, and a documented, executable plan for what to do next.
At a glance
A defensible view leadership can stand behind.
- 6
- Dimensions
- 39
- Sub-components
- 4–5
- Week engagement
- Maturity scorecard with evidence
- Documented strategy and roadmap
- Industry-agnostic methodology
The McMillanAI Enterprise Maturity Framework
Stop benchmarking against your industry. Start measuring yourself against what good looks like: six dimensions, 39 sub-components, and evidence behind every score.
Strategy & Vision
Where AI fits the business strategy, executive alignment, and how the agenda is explained to stakeholders.
Governance & Risk
Policy, oversight, model risk, regulatory readiness, and the control environment around deployment.
Technology & Data
Infrastructure, model access, data readiness, and the technical foundation AI depends on.
Talent & Capability
Fluency across leadership, managers, champions, and employees, and the operating model that sustains it.
Use Cases & Adoption
The quality of the use case portfolio, prioritization, deployment outcomes, and how work is changing.
Measurement & ROI
How the organization tracks value, attributes outcomes, and decides where to invest next.
A Structured 4–5 Week Engagement
Senior-led throughout, and designed to produce decisions, not deliverables for their own sake.
Week 1
Discovery & Scoping
Kickoff with the executive sponsor, stakeholder mapping, and baseline interviews. We agree on what success looks like.
Weeks 2–3
Evidence Gathering
Structured interviews across all six dimensions with the executives and operators who run the work. Evidence is documented and triangulated, not summarized from a survey.
Week 4
Maturity Scoring
The 39 sub-components are scored against the framework, each backed by evidence, so leadership sees why, not just what.
Week 5
Executive Readout & Handover
Findings, scorecard, and roadmap delivered in a working session, then handed to the internal owners, with a follow-on advisory option.
Documented. Defensible. Executable.
Outputs designed for the people who will use them: executives making decisions, function leaders running programs, and boards exercising oversight.
Enterprise Maturity Scorecard
Six dimension scores built from 39 sub-components, with the evidence behind each.
AI Strategy Document
A written strategy tied to the business: the vision, the priorities, and the few decisions leadership must commit to.
Use Case Priority Matrix
Candidate use cases scored on value and feasibility, so leadership can say no to the wrong work and yes to the right work.
Executive Readout Materials
A board-ready presentation of the findings, the recommendations, and the path forward.
Internal Handover Package
Templates, frameworks, and the working models behind the scorecard, so the capability stays with you.
Interested in Learning More?
Tell us about your organization and we'll help you decide if an AI maturity assessment fits.