Adoption Is Not Institutional Capability

A governing body is told that transformation is progressing. Staff have accounts on the new platform. Several teams are experimenting with artificial intelligence. Training attendance is high. The dashboard records active users. Yet important work still depends upon private spreadsheets, a few confident individuals and manual corrections that leaders cannot see. When one specialist is absent, the new process stops.

The institution has adopted a tool, but it has not necessarily developed capability. Adoption records that something is being used. Capability means that the institution can repeatedly perform a defined responsibility, under real operating conditions, through authorised people and processes, while protecting those affected and learning from failure.

Adoption is not institutional capability. Values-based leaders distinguish access, experimentation, routine use, reliable performance and verified value. They govern the whole operating system around a tool so that progress does not depend upon enthusiasm, improvisation or a handful of exceptional people.

On 16 September 2026, UNESCO and the International Council of Museums published findings from the first global survey on the use of artificial intelligence in museums; the page was updated on 17 September after the findings were presented at the Global Forum on the Ethics of Artificial Intelligence. More than four hundred museums across ninety countries responded. Fifty-seven per cent reported using AI, while 55% had no internal AI policy, strategy or guidelines. UNESCO–ICOM survey

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