Three Levels of Enterprise AI Transformation (Video Notes)

Source: A video presentation by the CEO of ＊＊ Technology

Core Framework

The three levels of enterprise AI transformation are essentiallythree different ways of thinking：

1. Efficiency Level - Optimize within existing methods
2. Experience Level - Change the production method itself
3. Niche Level - Choose the right battlefield

Key Insight: These three levels are not a progression, but rathera leap between cognitive dimensions. The experience you accumulate at the efficiency level may become the biggest obstacle to entering the experience level.

Level One: Efficiency

Definition

Use AI to increase speed and reduce costs within existing production methods or ways of working.

Typical Approaches

• Replace some employees with AI
• Optimize approval workflows
• Increase production speed
• Reduce labor costs

Case: Copywriting

• Old approach: Write by hand, 5 pieces a day
• Efficiency-level optimization: Train writers and optimize workflows, 10 pieces a day

The problem

You’ve doubled the speed of producing something that won’t be needed in the future. It’s still something nobody needs.

The fatal flaw of efficiency-level optimization:

• You’re optimizing within the old workflow
• The so-called “experience” you’ve accumulated
• can instead become the biggest historical burden on your path to the future

Layer 2: The Experience Layer

Definition

Completely change the way production and work are done, making optimizations to the old way meaningless.

Core Philosophy

What AI brings isn’t the magic of a tool, but an overwhelming shift in how problems are solved.

Case comparison

Copywriting

• Efficiency Level: Write by hand, increasing output from 5 to 10 pieces a day
• Experience Level: Generate with AI, 100 pieces an hour
• Result: Everything you’ve built up around “writing faster” is now useless

Film cameras vs. digital cameras

• Efficiency Level: Optimize the film-camera production line to make cameras faster and cheaper
• Experience Level: Switch directly to digital technology—the entire “film + developing” process is no longer needed
• Result: All your optimizations in film production have gone to waste

Customer service system

• Efficiency Level: Train customer service staff and improve response times from 5 minutes to 2 minutes
• Experience Level: AI customer service is available 24/7, responds in seconds, and never gets tired
• Result: Everything you’ve invested in “customer service training” is now obsolete

Underlying contradiction

At a fundamental level, the efficiency layer and the experience layer are mutually exclusive:

It is extremely difficult to advance both of these things simultaneously within the same company structure.

The key question

Are you actually working onaccelerating processesor are you working onoverturning processes？

Layer Three: The Niche Layer

Definition

Choose the right position and track as the industry chain is restructured.

Core insight

If you understand the third layer, you can even skip the first two entirely.

Because:Choosing the right path is ten thousand times more important than working hard.

The essence of industry restructuring

is not reshuffling the cards on the old table, but flipping the entire table over.

• Good businesses in the pre-AI era may not even qualify to exist in the post-AI era
• Neglected corners and thankless, hard work that once went unnoticed are now giving rise to new empires through accumulated use cases and data

Historical patterns

• Industrial Revolution → Rise of the bourgeoisie (those who owned the means of production won)
• Information Revolution → Platform dominance (those who controlled the gateways to traffic won)
• The AI Revolution → ? (Those with use cases + data will win)

The Scariest Thing

You get pulled into a competition and work desperately hard, but you don't know what the competition is actually about.

You might be:

• Optimizing relentlessly at the efficiency layer (competing on who runs faster)
• Working hard to transform the experience layer (competing on who has the better product)

But the real battleground is:

• Niche Level(Competing on who chooses the right arena)

Strategic Takeaways

What you really need to do is:

1. See the emerging landscape early amid the great reshuffle
2. Take the seat of the person who will steer the future
3. Hold firmly onto that seat
4. Let your capabilities gradually bring you to the forefront

When you've made the leap from tens of billions to hundreds of billions, all you need to say, casually, is: "Oh, I just got lucky."

The Relationship Between the Three Layers

The Paradox of the Vicious Cycle

If you haven't worked in the trenches of the efficiency and experience layers, and haven't suffered through legacy systems, it's hard to develop a genuine understanding and practical feel for AI-driven transformation.

But at the same time:

• If you invest too much in the efficiency layer → the inertia of old processes will hold you back
• If you dwell too long on the experience layer → you'll miss the window to secure your niche in the ecosystem

The Dramatic Widening of the Gap Between Companies

In the AI era, companies' fortunes will diverge dramatically:

• Companies that choose the right niche in the ecosystem → exponential growth
• Companies trapped in the efficiency layer → eliminated entirely

Because companies have strong inertia, large scale, and deep pockets, this elimination will be somewhat delayed.

This delay gives many business leaders the illusion that "there's still time to take it slowly." That is the most fatal mistake.

Challenges in Practice

The Loneliness of the CEO

When a CEO with a newly awakened understanding returns to a vast, bloated traditional organization steeped in inertia, what follows is not transformation, butImmense friction and endless internal strife：

• The CFO asks: What is the short-term ROI of AI?
• The HR director worries: Restructuring the organization will cause turmoil.
• The sales director only wants to protect their department's commissions.
• They simply don't understand: What is an ecological niche?

Solution

Don't try to persuade people to change. Change the rules of the system.

Design intelligent systems that directly bypass friction from people and organizations.

Removing resistance is more important than building momentum.

Window of Opportunity

Key Warning

The window of opportunity waits for no one.

Don't spend the golden early days of a technological shift getting entangled with the people and affairs of the old world.

Underlying Logic

Behind this liesuse cases, data, intelligence, and assetsand the fundamental restructuring of the relationships among these four elements.

Action Guide

Mindset

1. Understand the fundamental differences between the three layers: optimization vs. overturning vs. choosing
2. Identify which layer you are currently stuck in
3. See clearly how power is being redistributed across the value chain

Strategy

1. Don't get bogged down in the efficiency layer - Optimizing old methods will become a legacy burden
2. Quickly complete the transformation at the experience layer - Change the production method itself
3. Focus your main efforts on the ecological niche layer - Choosing the right arena matters more than anything else

Execution

1. Use systematic solutions to bypass organizational friction
2. Removing resistance is more important than building momentum
3. Save your time for the future; don't get entangled with the old world

Ultimate Insight

This era will show the old order no mercy.

It’s not that you haven’t tried hard enough—the rules have completely changed.

Now that the rules have changed, let’s adapt to the new ones and save our time for the future.

The essence of the three-layer framework

The key: Your efforts at the efficiency layer can be wiped out by changes at the experience layer; your success at the experience layer is determined by your choices at the ecosystem-positioning layer.

Knowledge structure organization complete