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Only vibe-coding influencers were ever talking about 10x multipliers.

Internally we expected 15%-25%. A big-3 consultancy told senior leadership "35%-50%" (and then tried to upsell an AI Adoption project). And indeed we are seeing 15%-35% depending on which part of the org you look and how you measure the gains.



What are you measuring?




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