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The Efficiency Trap: Why Speed is a Commodity

by Nikki Barua
Jan 18, 2026

 

I looked at my calendar and wanted to cry.

It was color-coded, packed back-to-back, and objectively impressive. What I saw when I looked closer horrified me. I was the highest-paid admin assistant in the company.

Formatting decks. Scheduling calls. Summarizing meeting notes. Chasing updates. I was doing $20/hour work at a CEO pay grade.

But every hour I spent on tactical tasks was an hour I wasn't spending on the decisions that actually required my judgment, my creativity, my ability to see around corners. 

I was destroying value while feeling productive. 

I see too many leaders obsessing over saving time, cutting headcount, doing things faster. But efficiency is a race to the bottom.

If everyone has the same AI tools making them equally fast, the value of speed collapses to zero.

For decades, we measured value by Time-on-Task (hours logged, tasks completed). Now we need to measure something else entirely: Strategic Judgment.

When AI can handle so much of this work for pennies, working hard is no longer a winning strategy. If you're still doing work that AI could automate, you're actively destroying the return on your leadership.

OLD MODEL: 80% of your day consumed by cognitive labor (research, formatting, drafting, processing) and maybe 20% on breakthrough thinking.

NEW MODEL: AI handles the cognitive labor, freeing you to spend your time where humans become irreplaceable.

That's the intersection of what only you can do and what creates exponential value. 

 

 

THE SHIFT


Here's how to shift from Operator of Tasks to Orchestrator of Outcomes:


Cognitive Labor → Strategic Judgment
 

Cognitive Labor is the act of gathering, organizing, and formatting information. It feels like work, but it is a commodity. Judgment is the act of deciding what that information means and what to do about it. 

 

Doing the Work → Defining the Standard

When you start thinking like a builder, you close gaps with systems instead of effort. Shift from "How do I do this?" to "What tool, person, or agent can handle this for me?" Prove your value by defining the prompt and the standard, then letting the system execute it.

 

How Fast → How Deep

Speed is now the default setting. Depth is the differentiator. Shift from "How quickly can we get this done?" to "What insight are we missing that no one else sees?"

 

THE STRATEGY

 

Your calendar is a portfolio. Every hour you invest should generate a return that only you can create. Here's how to audit where your time is actually going:

STEP 1: THE 3-BUCKET AUDIT

For one week, categorize every task on your calendar into three buckets:

🔴 RED (Automate): Repetitive, rules-based tasks AI can handle. Examples: meeting notes, status updates, formatting, scheduling, data entry.

🟡 YELLOW (Delegate): Tasks requiring human judgment but not YOUR judgment. Examples: project management, research synthesis, vendor coordination.

🟢 GREEN (Irreplaceable): Strategic decisions requiring your unique context, relationships, or vision. Examples: investor negotiations, culture-defining decisions, market positioning.

 

STEP 2: CALCULATE YOUR LEVERAGE GAP

Take your total hours worked and multiply by your fully loaded cost (salary + benefits + overhead).

Divide that by the value that only you could have created.

If more than 30% of your time is spent in the RED zone, you're actively destroying value.

 

STEP 3: DEPLOY YOUR AI + HUMAN STACK

The leaders seeing 1.5x higher revenue growth follow the 10/20/70 rule:

  • 10% on AI models and agents
  • 20% on infrastructure and data
  • 70% on people, processes, and adoption


Start with the highest-volume, lowest-judgment tasks first.

For example, Toshiba saved 672,000 hours annually (equivalent to 323 FTEs) by deploying AI to automate meeting summaries and follow-ups across 10,000 employees.

 

STEP 4: DESIGN YOUR CALENDAR AS A STRATEGIC ASSET

Block time in 90-day sprints:

  • 30% Exploration: Learning, connecting dots, strategic foresight
  • 40% Execution: High-judgment decisions only you can make
  • 20% Elevation: Coaching leaders, building culture, sponsoring talent
  • 10% Exception Handling: The true crises that require your authority

 

THE STACK

 

To sharpen your Strategic Judgment, you need a partner that challenges you. Don't use AI just to write the document. Use it to stress-test your logic.

Before you make a final decision, run this prompt:

"I am considering [Decision X]. Here is my logic: [A, B, C]. Act as a skeptical board member. Poke holes in my assumptions. Tell me what I am missing. Don't help me format it; help me think through it."

AI handles the critique; you handle the final judgment.

 

What is the one "breakthrough thought" you’ve been too busy to have?

Until next time...stay curious!

Nikki Barua

Cheers,
Nikki

 

WHEN YOU'RE READY


Here’s how I can help your organization get to the next level:

AI Workforce Transformation: Bridge the Exponential Divide between AI capabilities and human readiness. Reinvent enterprise culture, workflows, and tools for the AI age.

Keynotes & Workshops: High-impact sessions on leadership and reinvention. I bring inspiring stories and proven strategies that move people to action.

Advisory & Consulting: Tailored strategies to accelerate business and personal growth. I help ambitious founders become great CEOs and leaders. 

 

 

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