Long-form pieces on AI diagnosis, runtime governance, the
advisory-to-execution shift, and what organisations discover when they
finally stop and look. Published as the LinkedIn sequence progresses.
McKinsey tested twenty-five organisational factors. Only one predicted whether AI delivered meaningful business results. It was not the model, the data, or the size of the investment. It was whether the organisation had redesigned its workflows before deploying AI. Only twenty-one per cent had done so.
Most organisations do not have an AI tooling problem. They have an AI diagnosis problem. Capability is being explored before applicability is properly understood.
AI is no longer a technology question. It is a trust question. The organisations that succeed over the next twelve to twenty-four months will not be the fastest adopters; they will be the ones whose AI decisions still stand up when scrutiny inevitably arrives.