Right now, most Boards, CEOs, and PE sponsors are asking the wrong AI question: "How much faster can we execute?"
The sharper, fiduciary question is: "How precisely can we define the objective before we let the machine scale the work?"
Consider the 2024 Nazca study. Researchers used AI to uncover 303 new figurative geoglyphs in just six months. But the breakthrough wasn't speed. The researchers didn't ask the AI to "find interesting patterns." They defined a precise, constrained targetβsmall, low-contrast reliefsβand used AI to brute-force the exhaustive middle.
Translate that to M&A underwriting or corporate strategy.
Ask an LLM to "find market adjacencies," and you get generic industry noise. Ask it to "identify supply chain overlaps in the European specialty chemicals market where distressed debt matures in 2026," and you generate proprietary deal flow.
That is the operating model shift.
AI does not fix vague strategy. It amplifies it.
A vague goal given to a hyper-capable AI is not just faster noise. It is capital incineration at scale. The budget burns efficiently. The dashboards look phenomenal. But the organization is simply accelerating in the wrong direction, often fueled by an arrogance-biased gut feeling masquerading as strategic intuition.
Execution capacity is rapidly commoditizing. Your competitor has the same models, the same APIs, and the same automation infrastructure.
The CEO and Board agenda must pivot. Stop funding undifferentiated execution capacity and redirect capital toward strict Decision Sanitationβauditing executive logic and governing output before capital is deployed.
We are entering the era of the Decision Editor.
The winners will not be the organizations that move the fastest. They will be the ones who define the exact goal, let AI handle the exhaustive search, and reserve human judgment for the critical intersections where accountability cannot be outsourced.
Fluent does not mean correct.
Fast does not mean valuable.
Scalable does not mean strategic.
Execution is becoming infrastructure.
Judgment is becoming the asset class.




The Korean version is a translation of the original.
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