AI Guide:

Solving Forever Problems with AI

Ten persistent problems in strategy, operations, and product development — and how AI might finally change the game.

Problem #5

My Dots

People want simple answers with access to deeper detail when needed

People want simple, clear answers, but only if they can also access deeper detail when needed. Map reality too fully and it becomes overwhelming. Simplify too much and the answers feel incomplete.

When people say they want to “connect the dots,” what they usually mean is that they want fast answers about the dots they care about. The challenge is that the full set of organizational nouns — initiatives, teams, goals, metrics, dependencies — is too much for any one person to hold at once. Yet when systems hide that complexity, users quickly push for more nuance.

Leaders live in this tension every day. They need to communicate simply while staying accurate. In practice, that means telling a coherent high-level story while being ready to drill into detail when challenged. This is fundamentally a user experience problem. Too many options creates paralysis. Too much rigidity creates frustration. People want both clarity and depth.

The Promise of AIThe Potential Trap
AI can adjust what is shown based on context, surfacing the most relevant dots while keeping deeper layers accessible. It can personalize views, predict what matters, and summarize complex systems into usable insights.If AI hides or overemphasizes the wrong information, it can create false confidence and missed nuance. The system feels clear, but the picture is incomplete.

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"Messy" Work

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