Why Do Most Companies Fail at Digital-Intelligent Transformation?

Why Do Most Companies Fail at Digital-Intelligent Transformation?
# The PDI Model: Driving Enterprise Digital–Intelligent Transformation

**Date**: 2025-10-21 22:36 Beijing  

![image](https://blog.aitoearn.ai/content/images/2025/10/img_001-379.jpg)  
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**Source** | Adapted from the book published by Renmin University of China Press  
*Winning the Business War: The PDI Model Empowering Enterprise Digital–Intelligent Transformation* by Lu Min  

**Deep Read No. 9235** — **8326 words | 21 minutes reading time**

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## Why Digital–Intelligent Transformation Fails

When speaking with executives in both traditional and internet companies, one question comes up repeatedly:

> *“Why doesn’t our digital–intelligent transformation work? We spend money on technology but see no business change, or we pursue ‘intelligence’ without clarifying our core business logic.”*

This reflects two realities:

- **Transformation is necessary**: In a hyper-competitive market, failing to transform means risking elimination.
- **Approach is flawed**: Many treat transformation as a tech project — buying systems, amassing data, or copying tools without linking them to core business management.

**Key insight**: Transformation is a means, not an end. The true goal is to **win the business war**.

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## Technology Alone Is Not Enough

Successful transformation hinges less on having advanced tools than on having a **methodology that connects professional management, digital implementation, and intelligent applications**.

Think of building a house:

- **Professionalization** = foundation.
- **Digitalization** = reinforced concrete.
- **Intelligence** = architecture/design.

Without one, the structure fails or remains hollow.

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## The PDI Model Overview

The **PDI enterprise operating model** systematically integrates:

1. **Professionalization** — cement the foundation.
2. **Digitalization** — connect the chain.
3. **Intelligence** — boost efficiency.

These are **progressive and mutually supportive**, not isolated stages.

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## 1. Core Logic: Business Is the Root, Digital–Intelligence the Wings

Many failures come from detaching “digital–intelligence” from “business.”

**PDI Core Roles:**

- **P — Professionalization**: Define and strengthen operating logic.
- **D — Digitalization**: Provide infrastructure and data flow.
- **I — Intelligence**: Optimize efficiency and decision-making.

**Business essence**: Create value for customers, shareholders, employees, and society.  
**Digital–intelligence’s role**: Make value creation more **efficient**, **precise**, and **sustainable**.

Before digitalizing, ask:

1. By what logic will value be created?  
2. How will each value-chain link be executed?  
3. How will you eliminate blind operational spots?

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## 2. Professionalized Operations — Five Pillars

Professionalization delivers **systematic, implementable, and replicable** operations.

### Five Pillars

1. **Main Hall** — Top-level design & planning.  
2. **Corridor Within** — Value-chain analysis & reconstruction.  
3. **Kitchen** — Precision execution & closed loops.  
4. **Distant Horizon** — Innovation processes.  
5. **Talent Development** — Building the pipeline.

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### Pillar 1. Main Hall — Seven Steps to Strategic Clarity

Top-level design isn’t vague goals — it’s structured logic in under 10 slides.

**Seven Steps:**

1. **Set clear business goals** (not just management or process goals).  
2. **Find the right direction** — identify blind spots and align with trends.  
3. **Address customer pain points** first.  
4. **Identify opportunities** that flow from pain points.  
5. **Define the business model** precisely.  
6. **Build competitive barriers** that are hard to copy.  
7. **Create layered value** — customer → business → industry → social.

![image](https://blog.aitoearn.ai/content/images/2025/10/img_006-259.jpg)  
![image](https://blog.aitoearn.ai/content/images/2025/10/img_007-229.jpg)  
![image](https://blog.aitoearn.ai/content/images/2025/10/img_008-201.jpg)

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### Pillar 2. Corridor Within — Value Chain as Growth Engine

The value chain is not a static flowchart; it’s the **core pathway for generating value**.  
Methodology: **First Principles + Segmented Reconstruction**.

**Break Down**: From final value backward into granular, actionable data points.  
**Reconstruct**: Four modes:

1. Forward extension — add pre-chain steps (e.g., online lead gen before in-person visits).  
2. Backward extension — add post-chain steps (e.g., customer referral after sale).  
3. Mid-chain optimization — improve bottleneck stages (e.g., flexible production).  
4. Reordering — change process sequence for breakthrough models.

![image](https://blog.aitoearn.ai/content/images/2025/10/img_011-149.jpg)

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### Pillar 3. Kitchen — Execution Through PDCPRS Loops

Execution issues often stem from **lack of closed loops**.

**PDCPRS cycle**:
- **Plan** — break results into process goals.
- **Do** — combine standard “must-do” actions with flexible “can-do” actions.
- **Check & Precaution** — real-time monitoring and early warnings.
- **Root cause & Solution** — dig beyond surface problems; replicate best practices.

![image](https://blog.aitoearn.ai/content/images/2025/10/img_012-127.jpg)  
![image](https://blog.aitoearn.ai/content/images/2025/10/img_013-117.jpg)

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### Pillar 4. Distant Horizon — Systematic Innovation

Two innovation paths:

1. **Exploration (“no man’s land”)** — new ideas, small-scale trials, scaling successful pilots.
2. **Imitation & optimization** — adapt proven models with differentiation.

**PMO Mechanism** ensures cross-departmental collaboration, from clear objectives to dynamic tracking and evaluation.

![image](https://blog.aitoearn.ai/content/images/2025/10/img_014-102.jpg)

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### Pillar 5. Talent Development — Four Core Capabilities

Selecting and growing talent requires four capabilities:

1. **Inner drive** — self-motivated growth.
2. **Learning ability** — absorb and apply new knowledge.
3. **Thinking ability** — structured problem analysis.
4. **Action ability** — deliver and organize execution.

![image](https://blog.aitoearn.ai/content/images/2025/10/img_015-94.jpg)  
![image](https://blog.aitoearn.ai/content/images/2025/10/img_016-86.jpg)  
![image](https://blog.aitoearn.ai/content/images/2025/10/img_017-85.jpg)  
![image](https://blog.aitoearn.ai/content/images/2025/10/img_018-80.jpg)

**Development Strategy**: Combine **vertical depth** (expertise) with **horizontal breadth** (cross-disciplinary skills) to produce T-shaped and π-shaped professionals.

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## 3. Digital Operations — Turning Professional Logic into Data Flows

Digitalization carries professional logic into measurable processes.

### Step 1. Data Integration — “Five Connections and One Platform”

- **Data Connection**
- **Standards Connection**
- **Flow Connection**
- **Responsibility Connection**
- **Goal Connection**
- **Unified Platform**

![image](https://blog.aitoearn.ai/content/images/2025/10/img_019-71.jpg)

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### Step 2. Business Modeling — Funnel Charts

Transform the value chain into data-driven funnels:

- Absolute values at each stage.
- Conversion rates between stages.
- Identify bottlenecks, replicate success.

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### Step 3. Minimum Business Model (MBM)

Define the smallest replicable operating unit. Map, analyze, establish best practices, and replicate.

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## 4. Implementation Path — Step-by-Step, Stage-Specific

**Startup**: Focus on Professionalization.  
**Growth**: Emphasize Digitalization.  
**Mature**: Build Intelligence systems.

Transformation should be **iterative** — each step with clear methodology serving value creation.

![image](https://blog.aitoearn.ai/content/images/2025/10/img_020-60.jpg)

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## Closing Notes

The PDI model is about **business-first transformation**:

- **Professionalization** — clarify logic.
- **Digitalization** — improve efficiency.
- **Intelligentization** — break bottlenecks.

Avoid chasing “flashy tech” without grounding in business reality.

For deeper case studies, see *Winning the Business War*.  
Examples: Autohome’s transformation, Ping An Life’s reform, funnel chart design, PMO practices, talent interviews, and data integration steps.

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![image](https://blog.aitoearn.ai/content/images/2025/10/img_021-55.jpg)  
![image](https://blog.aitoearn.ai/content/images/2025/10/img_022-52.jpg)

**Bullet Notes** — Workplace efficiency, interpersonal relationships, high-potential growth.

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- [A Person's True Strength Lies Within](https://mp.weixin.qq.com/s?__biz=MzIxNTAzNzU0Ng==&mid=2654897588&idx=1&sn=24c57bc6a386e196f32691535ec3d2dd&scene=21#wechat_redirect)

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