Evidence Review

AI adoption is growing faster than organisational proof

The Stanford AI Index shows rapid growth in AI adoption and investment. The leadership challenge is turning that momentum into evidence of changed work and durable value.

Evidence status: This is a PromptLeash review of external research, not original PromptLeash research or a customer benchmark.

What the evidence indicates

  • AI adoption and investment continue to expand rapidly across economies and organisations.
  • Aggregate adoption measures do not show whether a specific organisation has improved capability, workflows, governance, or outcomes.
  • As access becomes common, leaders need stronger internal evidence to distinguish deployment from transformation.

Implications for transformation leaders

  • Establish a baseline before launching additional adoption initiatives.
  • Measure repeated use and workflow change, not only licences or one-time activity.
  • Connect evidence to the decisions leaders need to make next.

Limitations

  • The AI Index combines many datasets with different populations, definitions, and collection methods.
  • Global and market-level findings cannot be treated as a benchmark for an individual organisation.
  • PromptLeash has not independently reproduced the source analysis.

Original sources