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AI will not transform your organisation, it will amplify it. It will amplify good and bad.

❌ If ways of working are fragmented, siloed and output-driven, AI will help you produce more fragmented outputs, faster. Partially completed work will stack up ever higher on the brick walls between functional silos. ❌ If incentives reward local optimisation, AI will optimise locally at scale.

❌ If governance is slow and overly risk-averse, AI will amplify this bottleneck. On the other hand... ✅ If people are incentivised and organised around outcomes and value, ✅ if funding is aligned to value, ✅ if teams have agency, accountability and coherence within minimal viable guardrails,