A Practical Guide to Scaling AI

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OpenAI's practical roadmap identifies four mental shifts: move from tools to systems, accept rapid product velocity, surface solutions from any role, and pursue compounding ROI. A four-part scaling framework recommends foundations, AI fluency, open idea intake with clear prioritization, and iterative product building for safe, reusable deployment. Key actions include executive alignment, cross-functional governance, champion networks, protected learning time, data readiness, and design for reuse to turn pilots into organization-wide value.

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