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Suresh Halarneker
Product & Design Leadership

Tool adoption is not transformation

If the workflow still assumes handoffs, AI will only make the handoffs faster.

7 min read · 2026-04-18

Every organization I speak with has AI tooling in place. Far fewer have changed how decisions get made, who holds authority, or how outcomes are evaluated.

Transformation shows up in the operating model: shared context, clear human authority, continuous evaluation and measurement tied to customer outcomes.

Start with one product line, make the new model observable, and let evidence do the persuading.