Organisational readiness is commonly misunderstood as a governance checklist, but the real constraint is achieving shared understanding of goals, trade-offs, and decisions before delivery begins. Drawing on a roundtable hosted by the Institute for Government and Scott Logic, the author argues that transformation failures stem from unclear objectives and fragmented ownership rather than technology choices. AI can help by synthesising large volumes of documents, surfacing hidden assumptions, accelerating discovery, and enabling rapid prototyping — but human judgement must remain in control of every meaningful decision. The ethical concern in this context is primarily about data handling, not job displacement. Ultimately, shifting readiness left is as much a behavioural challenge as a technical one, requiring leaders to bring everyone along as the transformation vision becomes reality.

10m read timeFrom blog.scottlogic.com
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Readiness isn’t what you think it isShifting left, properly understoodHow AI helps you shift leftHuman in the loop is the important bitEthics is a data question, not a jobs questionIt’s a behavioural shift as much as a technical oneSeeing the other side of the mountain
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