Question 1

We have run several AI pilots but none have scaled. Why does that happen?

Accepted Answer

AI pilots typically fail to scale when pursued as standalone technology solutions rather than as enablers of specific strategic choices. Value is created only where AI aligns with decision rights, data quality, and clearly defined use cases within the operating model.

Question 2

We are evaluating AI use cases but need to distinguish which will deliver durable returns versus those that are just experimentation. How should we approach that?

Accepted Answer

Competitive dynamics, data availability, operating processes, and adoption constraints are examined together. The question is not whether AI can do something, but whether deploying it will materially improve economics, decision quality, or operating leverage in a way competitors cannot easily replicate.

Question 3

We are debating whether AI should be a board-level strategic priority or an operational improvement tool. Which is it?

Accepted Answer

It depends on where value is at stake. In some cases, AI represents genuine competitive advantage warranting strategic-level investment. In others, it is a powerful operational tool to be deployed tactically. The role of advisory is to help distinguish between the two and direct investment accordingly.

Question 4

We are acquiring or renewing a contract with a software business that claims its technology is proprietary and hard to replicate. How can we test that now AI has made building cheaper?

Accepted Answer

We use AI to rapidly rebuild the specific capabilities claimed to be defensible, a working MVP of the core engine. Rebuilding the surface quickly shows the code is not the moat; the inability to reproduce it points to where advantage genuinely lives, such as proprietary data, switching costs, distribution, or regulatory position. This sharpens the bid in a transaction and the negotiating position in a vendor or contract review. Replicas are functional, black-box builds derived only from what is observable, never copies of source code.

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