Proprietary Intelligence: How to Win with AI

Proprietary Intelligence: How to Win with AI

https://www.bain.com/insights/proprietary-intelligence-how-to-win-with-ai/

Publish Date: 2026-06-25 22:48:00

Source Domain: www.bain.com

• CEO Focus on Pilot Projects Over AI Transformation: Many CEOs emphasize managing an AI portfolio of experiments and tools rather than leading a full AI transformation, resulting in frustration as majority of companies underperform in their AI initiatives.

• Proprietary Intelligence for Sustained Competitive Advantage: The successful companies are developing proprietary intelligence involving unique data, encoded workflows, and a learning architecture to sustain their AI-driven advantages.

• Strategic Decision-Making and Long-Term Vision: Emerging leaders focus on a strategic AI transformation with multi-year capital commitment and concentrated domain focus rather than spreading resources thinly.

• Deliberate Architectural Choices: These companies build internal orchestration layers and rethink their workflows and operating models to integrate AI deeply, rather than layering AI onto existing processes.

• Commitment and Ruthless Concentration: CEOs leading successful AI transformations exhibit personal commitment, focus on fewer but impactful initiatives, and invest in learning to ensure evolving advantages.

• Building Internal Capabilities: Most large enterprises lack the necessary internal software development capacity to fully capitalize on agentic AI, which must be built rather than outsourced.

• Seven Key Decisions for AI Leadership: Successful companies make seven deliberate decisions focusing on posture, domain focus, data, architecture, operating model, learning system, and governance to foster an AI advantage.

• Measuring Commitment to AI Transformation: Leaders need to reflect on their AI program’s depth, their involvement in day-to-day tools, and the long-term nature of their AI investments to ascertain their true commitment beyond pilot initiatives.