"Reversible Management" in the Age of AI: Is It the Employees' Fault? No, the Problem is "Half-Baked Tools"
2026-03-16
"My employees aren't skilled enough, so work doesn't move forward." I often hear this concern. But is that truly the case? Perhaps the problem lies not with the "people" but with the "tools." This time, I'll introduce a concrete first step for "reversible business process reform" utilizing AI.
<p>Hello. This is Hodaka Goto.<br>
We engage in daily conversations with SME leaders on the theme of "Reversible Management." Recently, I've been feeling something particularly strongly. It's that <strong>advances in AI are making "reversible decisions" possible</strong>.</p>
<p>In the past, implementing a major system was an "irreversible decision." It required significant investment and a long time. But now it's different. By leveraging AI, you can start small and make immediate corrections. This is the strength of modern "Reversible Management."</p>
<h2>1. The Leader's Honest Feeling: Is It the "Unskilled Employees"?</h2>
<p>The other day, a business owner consulted with me, saying:<br>
"Projects aren't moving forward at all because of unskilled employees."</p>
<p>Upon hearing the details, the situation was as follows.</p>
<ul>
<li>Sales data is managed in Excel.</li>
<li>Customer information is in a separate cloud tool.</li>
<li>Progress reports come in sporadically via a chat tool.</li>
<li>"People" are manually consolidating and analyzing all this.</li>
</ul>
<p>In other words, it's a state where <strong>several half-baked tools are used across the board, with several half-involved people engaged</strong>. It's no wonder the work becomes complicated. I realized the problem wasn't "employee capability" but "the very design of the work process."</p>
<div class="note">
<strong>Key Point:</strong> When work becomes overly complex, try shifting your focus once from the "people" to the "process." When tools are fragmented, even skilled people lose efficiency.
</div>
<h2>2. A Shift in Thinking: Use AI to Create a "Custom Tool for Your Company"</h2>
<p>The traditional solution was this:<br>
"Introduce a high-functionality integrated tool (expensive) and train everyone on it."</p>
<p>However, this takes both time and money. Moreover, it tends to become an "irreversible" decision. What we proposed was the complete opposite approach.</p>
<p><strong>"Let's use AI to build a tool perfectly suited to our company from scratch."</strong></p>
<p>Specifically, the steps are as follows.</p>
<ol>
<li><strong>Write out all current workflows.</strong><br>
(Who is doing what, using which tool)</li>
<li><strong>Extract entire sections that "could be handed over to AI."</strong><br>
(Data transcription, aggregation, simple analysis, report drafting, etc.)</li>
<li><strong>Use no-code tools or AI APIs to create a minimal tool (prototype).</strong><br>
(It's okay to start with just one task.)</li>
<li><strong>Try using it, and if it doesn't work, fix it immediately.</strong><br>
(This is the core of being "reversible.")</li>
</ol>
<p>The important thing is to <strong>incorporate AI into the tool as an "actively working mechanism."</strong> Not just a database, but a design where the AI proactively suggests, "This data has decreased by 20% compared to last month. Shall we analyze the cause?"</p>
<h2>3. Identifying Tasks "Done by People" That Can Be Handed to AI</h2>
<p>So, what specific tasks should you delegate to AI?<br>
Leaders, first try categorizing your company's tasks into these three types.</p>
<p><strong>① Tasks that absolutely must be done by people (Judgment, Creation, Empathy)</strong><br>
Examples: Management decisions, critical negotiations with customers, brainstorming new product ideas.</p>
<p><strong>② Tasks currently done by people but can be delegated to AI (Routine, Repetitive, Aggregation)</strong><br>
Examples: Input and transcription of various data, formatting reports, creating regular reports, drafting template responses to simple inquiries.</p>
<p><strong>③ Tasks where collaboration between AI and people multiplies effectiveness (Analysis, Preparation, Expansion)</strong><br>
Examples: Analyzing market data and extracting trends (AI prepares → people judge), drafting proposal outlines (AI creates the skeleton → people add substance).</p>
<p>In many SMEs, there are cases where <strong>the more skilled employees are the ones whose time is consumed by type ② tasks</strong>. By shifting these to AI, people can focus on ① and ③. As a result, both productivity and work quality improve.</p>
<div class="note">
<strong>First Practical Step:</strong> First, consider whether "that report made in Excel every Monday morning" can be AI-ified. This is the small, sure beginning of "reversible process reform."
</div>
<h2>4. A Concrete Approach to "Reversible" AI Implementation</h2>
<p>There's no need to AI-fy all processes at once. In fact, that's risky. From the perspective of "Reversible Management," I recommend the following flow.</p>
<p><strong>Step 1: Decide on a Pilot Project (2 weeks)</strong><br>
Start with one task in one department, not company-wide. The goal is "learning," not "perfection."</p>
<p><strong>Step 2: Visualize the Current Process (1 week)</strong><br>
Write out the "As-Is" of that task in detail. You will inevitably find wasteful steps.</p>
<p><strong>Step 3: Create a Prototype of the AI Tool (1-2 weeks)</strong><br>
Create a trial version using no-code tools (offered by many cloud services). Keep initial investment minimal.</p>
<p><strong>Step 4: Test Small and Fix Immediately (Ongoing)</strong><br>
Have people actually use it and immediately improve based on "this is inconvenient" feedback. If it doesn't work, decisively change direction.</p>
<p><strong>Step 5: Expand Successful Patterns (Ongoing)</strong><br>
If it works well, expand it to similar tasks. This repetition leads to sustainable AI integration.</p>
<p>With this method, there are no major failures. You can advance while always maintaining a "reversible" state.</p>
<h2>5. What Leaders Should Do and Should Stop Doing</h2>
<p>Finally, let's clarify the leader's role in this period of transformation.</p>
<p><strong>[What You Should Do]</strong></p>
<ul>
<li><strong>Cultivate the habit of thinking "it's the tool's fault."</strong><br>
When work stalls, review the process and tools before suspecting the people.</li>
<li><strong>Permit small experiments and praise failures.</strong><br>
Great learning comes from "reversible" small failures.</li>
<li><strong>Do a "preview" yourself of what AI can do.</strong><br>
Leaders themselves should try AI tools a bit to personally feel the potential.</li>
</ul>
<p><strong>[What You Should Stop Doing]</strong></p>
<ul>
<li><strong>Continuously searching for an "all-powerful AI tool."</strong><br>
The perfect tool for your company doesn't exist off-the-shelf. It's something you cultivate yourselves.</li>
<li><strong>Declaring a company-wide "Great AI Transformation Campaign."</strong><br>
That exhausts the frontline and creates immense "irreversible" pressure.</li>
<li><strong>Expecting "immediate labor cost reduction" from AI introduction.</strong><br>
The goal is "to free up human capability for higher-value work." Reduction is a result, not the objective.</li>
</ul>
<p>The problem of "unskilled employees" is often actually created by "work process designs that exhaust skilled employees." AI becomes the best leverage to break this vicious cycle.</p>
<p>Start with one step. With the relaxed mindset that you can always go back even if you fail, why not begin creating your company's own AI tool?</p>
<div class="author">
<p>IntelligentBeast LLC. & Good Light Inc.<br>
Hodaka Goto</p>
<div class="company-info">
<p>※This article is a blog post from a specialized media platform themed on "Reversible Management (Management Decisions with Reversibility)." We deliver practical hints for SME leaders.</p>
<p>Profile & Links: <a href="https://netscape.cloud/links/" target="_blank">https://netscape.cloud/links/</a></p>
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