The Trap of Short-Term Restructuring and the Secret to Overwhelming Productivity
Every time news of mass layoffs decorates the media, executives might be smiling behind closed doors, thinking, "Now that AI can do this much, we can drastically cut labor costs." Indeed, many companies place the objective of adopting AI strictly on "reducing costs through headcount reduction." Cutting staff and replacing them with AI seems like the fastest, most visible metric of success.
However, this is a one-dimensional approach that profoundly misunderstands the nature of technological innovation—and a fatal trap that eats away at a company’s future. The truly clever enterprises are tapping a completely different calculator right now. Their goal is not to fire people. Rather, it is to fiercely retain core talents who possess excellent utilization skills and place a nuclear weapon called AI into their hands. Why must they do this? This is where the secret to overwhelming productivity—the kind that changes the rules of the market—is hidden.
Cost-Cutting Companies vs. Value-Exploding Companies
Moving forward, the business world will be sharply divided into two categories based on how they treat AI.
The first is the "Cost-Cutting Company." These are the amateurs. They are overly anxious to save immediate expenses on the financial balance sheet, saying, "AI writes and codes now? Let’s lay off three people and replace them with AI." However, all they end up with is a "mediocre, average AI output." Because they replaced human beings with a technology anyone can use, their corporate competitiveness also converges to a mundane level that any competitor can easily catch up with.
The second is the "Value-Exploding Company." These are the true masters. They think, "Let’s give the highest-performing AI to our three ace employees. Let’s make it so that a project which once required 30 people to cling to for two months is finished by these three in just one week—and with overwhelming quality." By keeping their workforce and adding the leverage of AI, they expand the productivity frontier itself into a territory that competitors dare not even imagine.
A company saving a few pennies right in front of its eyes versus a company creating a hyper-gap that shifts the entire market paradigm. The winner has already been decided.
The Law of Multiplication: Multiply AI by Zero, and It’s Still Zero
There is a common misconception we often fall into: the illusion that AI will independently create perfect results on its own. However, AI is not a standalone cheat key; it is merely a "leverage tool" that amplifies human capabilities. In mathematical terms, it belongs to the realm of multiplication ($\times$).
If you give AI ($\times 10$) to a junior employee whose basic competency and business acumen sit at a level of 10, their productivity becomes 100. However, if you place AI ($\times 10$) into the hands of a core talent (competency 100) who possesses deep domain knowledge and an exceptional eye for reading context, their productivity explodes to 1,000.
$$10 \text{ (Junior)} \times 10 \text{ (AI)} = 100$$
$$100 \text{ (Expert)} \times 10 \text{ (AI)} = 1,000$$
No matter how much AI evolves, if the business judgment and contextual understanding of the human directing it are low, the AI will only spit out generic, cliché answers. What determines truly overwhelming output is not the performance of the AI itself, but the magnitude of the capability of the human utilizing that AI. This is the ultimate reason why companies must retain talent with strong AI-utilization skills.
From Quantitative Production to a ‘Qualitative Leap’
Quantitative productivity gains, such as "writing reports 10 times faster" or "coding 5 times faster," will level out across industries before long. After all, competitors will adopt the exact same AIs.
True, overwhelming productivity emerges when a company challenges a domain that was "previously impossible to even attempt" due to constraints of cost and time.
There are higher-value domains that existing talent could never touch because they were buried under daily routine tasks and paperwork: analyzing untapped global markets, micro-designing hyper-personalized customer experiences, or executing top-secret R&D projects for the long-term future. The moment a company injects its skilled, experienced talents—now equipped with AI boosters—entirely into these areas, it transcends quantitative production and achieves a profound "qualitative leap."
Conclusion: Will You Discard the Weapon, or Train the Warrior?
Short-term restructuring might be the easiest excuse to mask a total absence of leadership. Companies blinded only by the sweet fruit of labor cost reduction in front of the massive wave of AI will ultimately walk a path of self-destruction, eroding their own fundamental physical strength.
Great companies that will rule the future do not erase people. Instead, they lose sleep over how to place the most powerful weapon into those people’s hands.
The ultimate winners of the AI era will not be the executives who saved the most on labor costs. They will be the leaders who tested the boundaries of how far they could explode the potential of brilliant talents through AI, and finally proved an insurmountable, overwhelming gap. Right now, is your organization erasing people, or is it handing them a massive weapon?
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