The AI Daily Brief: Artificial Intelligence News and Analysis A Practical Guide to Scaling AI
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Nov 30, 2025 Discover how enterprises can transition from AI pilot projects to full-scale transformations. Learn about four essential mindset shifts needed for success, including focusing on systems over mere tools. Explore OpenAI's comprehensive scaling framework, emphasizing governance and data alignment. Understand the importance of creating AI fluency within teams and prioritizing opportunities for maximum impact. Finally, find out why a systemic approach is crucial for staying competitive in the evolving AI landscape.
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Systems Matter More Than Tools
- AI success depends more on systems around models than on choosing the single right tool.
- Nathaniel Whittemore argues organizations must shift from tool-focused to system-focused thinking to scale AI.
Quick Wins Can't Be The Strategy
- Pilots that only chase quick wins risk leaving organizations behind.
- Nathaniel warns leaders must plan systemic, organization-wide AI adoption rather than isolated experiments.
Superintelligent Changed Its Pilot Recommendation
- Superintelligent stopped recommending quick-win pilots as the main strategy for clients.
- Nathaniel now requires a systemic frame of reference for any AI engagement at his firm.