Research and Evidence

Evidence for making AI transformation measurable.

Sourced reviews of external research, clear limitations, and a transparent account of how PromptLeash interprets transformation evidence.

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.

Published 13 June 2026

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Evidence Review

Generative AI productivity depends on work redesign

OECD research indicates that generative AI can improve productivity, while also stressing that organisations must adapt processes, strategies, and skills to realise its potential.

Published 13 June 2026

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Evidence Review

Measurement is part of responsible AI governance

The NIST AI Risk Management Framework places measurement inside an ongoing cycle of governing, mapping, measuring, and managing AI risk.

Published 13 June 2026

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PromptLeash Methodology

Understand what the AIM approach does and does not claim.

Review the evidence dimensions, interpretation rules, limitations, and the distinction between an indicative assessment and a verified baseline.

Review Methodology