Change leadership & adoption

The second-largest theme in the research: 200 of 269 documents, 75 organizations. Decomposed into 5 topics, each with its own issues, evidence and steps.

200documents in the theme
12issues named
30sourced citations
10organizations cited
1sourced statistics

The topics

Each opens a dossier with the same shape: what the state of it is, the issues ranked by how many independent organizations name them - or marked as our own analysis where none does - the disagreements, the numbers, and the concrete steps under each remedy.

Building the capability

Whether people are actually equipped to use it, and who paid for that.

  • The AI plan and the people plan are written by different people, at different speeds 3
  • Every level is treated as a rung to climb, when a lower one is sometimes the right answer 1
  • The strategy is written, unimplemented, and treated as though it were done 1
  • and 2 more

67 documents · 26 organizations · 5 issues · 16 steps

Incentives & what gets measured

What the organization rewards, which is what it will get.

  • Nobody owns the decision about whether a human or an agent does the work 1
  • The CEO and the board disagree about how much AI return counts 1

30 documents · 20 organizations · 2 issues · 6 steps

What leaders actually do

Visible executive behaviour, as distinct from executive sponsorship.

  • Executives sponsor the programme without visibly changing how they work ours

26 documents · 12 organizations · 1 issue · 3 steps

Resistance & trust

Why people who have the tool do not use it.

  • The tool is deployed, nominally accepted, and changes no work 3
  • The resistance is rational, and treating it as reluctance guarantees it persists 2

23 documents · 18 organizations · 2 issues · 8 steps

Champions & operating rhythm

The people and the cadence that carry it after the launch.

  • The coordination structure is assembled after the pilot, when the scope was always cross-functional ours
  • A centre of excellence is created without deciding what it decides ours

18 documents · 11 organizations · 2 issues · 6 steps

Where the sources disagree

Every recorded contradiction across the theme, in one place. These only exist because the documents were read against each other; no single publisher reveals them.

Executives sponsor the programme without visibly changing how they workWhat leaders actually doBoston Consulting Group dissents — Argues against the premise rather than conditioning it: it reports that 42% of chief executives already use agents weekly precisely to rule out executive reluctance as the explanation, and relocates the problem to where the investment is pointed.