Most asked
What are the four dimensions of the assessment?
Short answer
Goals, Operations, Team Capabilities, and Governance. Goals define what success actually looks like. Operations shows where time and money are being lost. Team Capabilities shows who can adopt and who needs support. Governance shows what guardrails exist and where the exposure is. Weakness in any one of the four undermines the other three.
Goals. What are we solving, and what does success actually look like? Not "efficiency." A specific outcome someone can measure. Most AI investments fail this test before a single tool is chosen, because the objective was never defined precisely enough to know whether it was met.
Operations. How are your products and services actually sold, produced, and delivered? This is where the pain points live and where a clear cluster of candidates for improvement usually emerges. It is also where you discover the difference between how the operation is documented and how it actually runs.
Team Capabilities. Who on your team can adopt this, who needs support, and where are the real skill gaps? This is the dimension most competitors skip entirely, and it is the one that most often determines whether a technically successful project produces any value.
Governance. What guardrails exist, or need to exist, for responsible use? Who is accountable for output, what data is off limits, and what is enforceable? Governance is consistently the dimension that surprises people most.
When these four converge, they do not add up. They multiply. The result is an actionable strategy shaped to your organization rather than a generic roadmap.