// capability building

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Why AI adoption stalls after the easy deployment phase

The real constraint in enterprise AI is clarity on what business problems AI actually solves. Companies that distributed Claude or ChatGPT to teams without defining measurable KPIs are now hitting adoption walls—tool availability doesn't drive behavior change or revenue impact. The winners will be those who work backwards from specific workflows (sales forecasting, customer churn, content generation timelines) rather than treating AI as a generic capability.