The most common question about our AI transformation coverage is how we distinguish genuine organizational transformation from a rebranding of existing initiatives with AI vocabulary attached.
Why this distinction is hard to make from outside
Companies have real incentive to describe ongoing digital initiatives as AI transformation once that language became fashionable, regardless of whether AI is actually central to what changed.
What we actually look for
Specific evidence that AI capability is load-bearing to the change being described - not simply present alongside it - distinguishes genuine AI transformation from relabeled existing initiatives in our reporting.
Why we sometimes get this distinction wrong
Companies aren't always forthcoming about how central AI actually is to a given initiative, and we sometimes have to make an editorial judgment call with imperfect information.
Why this distinction matters to readers
Readers evaluating their own transformation initiatives are poorly served by coverage that treats vocabulary as evidence of substance, and we try hard to avoid that conflation.