Written for people.
Readable by AI.
Long-form essays by Zhao Bo on AI, business, consumption, and organizations. Every essay is published in Chinese and English with structured, machine-readable metadata.
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67 public essays
AI in Practice
From role design and data readiness to enterprise adoption.
A 90-Day Roadmap for Distributors to Put AI to Work
Distributors don't need to wait for perfect conditions to adopt AI, nor can they roll out every use case at once. This is a 90-day path from a single task to a role, a process, and scaled replication.
AI Is Not New Software — It Is How the Boss Reallocates Work
Many companies treat AI as just another piece of software without changing how work is allocated. The real transformation is deciding which tasks AI does first, and which judgments must remain with people.
Without These Business Tables, AI Can Only Talk in Platitudes
For AI to understand a real business, it must see verifiable sales, inventory, customer, and account data. Without a data foundation, its answers never rise above common sense.
AI Can Suggest, but Money, Goods, and Commitments Must Be Signed Off by a Human
AI can generate recommendations, but decisions involving funds, goods, credit, and external commitments must be confirmed by an accountable person, with a record kept.
How to Design a Job for AI: Building Your First AI Clerk
A reliable AI role needs fixed inputs, a defined process, a delivery format, boundaries of authority, and human sign-off — not just a job title handed to an AI.
I Can't Code — So How Did I Direct AI to Build ABI?
Not knowing how to code doesn't mean you can't lead an AI project. What matters is defining business objectives, dividing roles, setting acceptance criteria, and recognizing the gap between generating code and having a usable system.
Stop Memorizing Prompts: The Complete Five-Step Method for Delegating Work to AI
A prompt is not a magic spell. Only by spelling out the goal, the materials, the rules, the deliverable, and the acceptance criteria can you actually hand real work to AI.
How Brands Can Truly Help Distributors Adopt AI
Helping distributors adopt AI can't just mean issuing accounts and running training sessions — brands need to start from real operational problems, validate results with small pilots, and then scale.
Why I'm Urging You to Let AI Distill You, Right Now
For the first time, AI gives middle-aged professionals the chance to assetize their experience: turning judgment that exists only inside one person's body into a Skill that an organization can call, replicate, and compound.
Beyond Dashboards: How Regional Managers Can Run Markets with AI
How regional managers can use AI to move from reading dashboards to finding problems, tracking action, and running markets.
How Frontline Sales Managers Can Use AI Agents to Track Teams, Stores, and Results
How frontline sales managers can use AI agents to manage teams, in-store execution, and business results.
How FMCG Professionals Can Use AI Well, Part Two
Advanced ways for FMCG professionals to integrate AI into real workflows.
How FMCG Professionals Can Use AI Well
A practical foundation for how FMCG professionals can understand and use AI.
Organizational Change
How AI changes organizations, management, and collaboration.
Organizational Surgery in a Shrinking Market
Once the market moves from growth to saturation to contraction, companies need to rebuild their channel operating units and capability platforms rather than keep shuffling boxes on the org chart.
Your Employees Know How to Use AI—So Why Hasn't the Business Changed?
Employees learning a few AI tools doesn't mean the company's business results will change. AI only affects the business when individual productivity gains flow into processes and become organizational capability.
Enterprise Harness Governance and the AI Workbench: A Strategic Perspective
From AI coding tools to an enterprise AI organizational operating system: how Harness brings tasks, permissions, data, verification, and accountability together into a unified workbench.
It Is Not Individuals Who Need AI, but Organizations
Individual productivity gains do not equal company-level results; what enterprises truly need is to consolidate processes, standards, data, and judgment into organization-level AI capability.
The Nine-Layer Architecture and Implementation Steps for Enterprise AI Adoption
Enterprise AI adoption is not about buying a single tool, but a systematic rebuilding of capabilities spanning strategy, organization, data, knowledge, Agents, governance, and iteration.
White Paper on the Organizational Revolution of the AI Era V1.0
From hierarchical organizations to protocol-based organizations: reconstructing the future of productivity, organizations, and people through collaboration cost, Agents, the Skill economy, and the theory of value through finitude.
Risks and Opportunities for FMCG Professionals in the AI Wave
The job risks, capability shifts, and new opportunities that the AI wave creates for FMCG professionals.
How the FMCG Industry Can Embrace Change in the AI Era
The mindsets, capabilities, and organizational models the FMCG industry must rebuild in the AI era.
Consumers & Brands
Understanding shifts in consumers, narratives, and brands.
Consumers Aren't Just 'Treating Themselves' — They're Reclaiming the Right to Define Who They Are
Today's shift in consumption is not merely about self-indulgence: consumers are using choices, experiences, and narratives to take back the right to define their own identity.
How to Build New Reasons to Buy in the Age of Consumption Saturation
Once functional needs are saturated, how brands can create new reasons to buy from pain, fear, delight, itch, and the hidden frustrations consumers live with daily without noticing.
When Consumers Have the Final Say, What Should Brands Actually Do?
When consumers hold the power to interpret, to choose, and to walk away, brands must turn their new narrative into products, channels, incentives, and organizational action.
It's Not That Products Stopped Selling — Consumers No Longer Accept Being Defined
The consumption slump is not merely a purchasing-power problem. It is a collective reappraisal of old brand narratives by consumers who have reclaimed the right to interpret, the right to choose, and the right to walk away.
Why Are Middle-Aged Dads Quitting Baijiu — and Catching the Blond-Hair Bug?
From middle-aged men dyeing their hair blond to young women redefining Jingjiu, consumption is shifting from performing a social role to expressing personal sovereignty.
From "You Don't Get It" to "You Call the Shots"
The new consumption narrative isn't about writing another brand story — it's about rebuilding the relationship between brands and consumers: from educating and defining, to listening, accompanying, and lifting up.
How to Turn Narrative into Action
After diagnosing why the old narrative has failed, brands need to turn positioning, emotion, scene, and community into actions that can be executed, verified, and iterated.
Why Are Young People Increasingly Turned Off by Authority?
When consumers have the power to refuse and walk away, the old narratives built on authority endorsements, social-obligation pressure, and a lecturing tone are losing their grip.
AI Is Reorganizing Consumer Decision-Making
As AI enters search, comparison, and recommendation, the structure of consumer decision-making is being reorganized.
When AI Starts Deciding for Consumers, FMCG Becomes the Front Line
Why FMCG becomes an early battleground when AI begins discovering, comparing, and choosing on behalf of consumers.
In the Third Consumer Era, Every Brand Must Be Rebuilt
How the third consumer era changes demand, brand value, and the way companies grow.
From Scarcity to Abundance to Emotion: Forty Years of Chinese Consumption
A structural history of forty years of Chinese consumption, from scarcity and abundance to emotional value.
Ten Dilemmas Facing Marketing in China, According to DeepSeek
Using DeepSeek to re-examine ten structural dilemmas facing marketing in China.
What GPT-4 Says About the Future of Consumption, Brands, Marketing, and China
A systematic conversation with GPT-4, at the moment of its arrival, about the future of consumption, brands, marketing, and China.
Private-Domain Commerce Is Not About Contact, but Relationship
The core of private-domain commerce is not possessing contact details, but building durable customer relationships.
Business & Retail
Business structures, channels, sales, and profit.
Most Salespeople Don't Understand Retail
In an era of shrinking demand, sales can no longer just chase distribution coverage — it must shift from shelf-space thinking to understanding store scenarios, assortment logic, and real sell-through.
Selling More Doesn't Mean Earning More: How to Calculate True Gross Margin
Sales revenue and book gross margin cannot tell you whether a deal is worth doing. Only by factoring in direct operating costs can you see the real operating contribution a product actually leaves behind.
What Kinds of Businesses Are There?
Re-understanding the underlying structure of different businesses through four dimensions: product evolution, customer accumulation, core assets, and revenue compounding.
The Evolution and Future of Intermediaries in the Third Consumer Era
A comparative study of FMCG in China, the United States, and Japan to understand how intermediaries evolve in the third consumer era.
The Logic and Direction of Channel Transformation in FMCG
Understanding FMCG channel transformation through power, efficiency, and the division of roles.
An Abstract View of China’s Consumer-Goods Retail Channels
Moving beyond individual formats to understand China’s consumer-goods retail channels as a broader structure.
Six Things a Product Needs to Achieve Sell-Through
Six business questions a company must answer before a product can achieve real sell-through.
Ten Theoretical Foundations for Understanding the FMCG Industry and Its Channels
Ten theoretical foundations for understanding FMCG, channel structures, and the value of distributors.
What U.S. Supply-Chain Transformation Reveals About China’s B2B Path
What the history of U.S. supply-chain evolution reveals about the path and limits of B2B in China’s FMCG market.
The Underlying Logic of Internet Transformation for Distributors
Internet transformation changes more than tools for distributors: it changes efficiency, connection, and value creation.
Technology & Society
Reading scarcity, power, and choice in the AI era through technological history.
At the Threshold of the Compute Era, Looking Back at the Dawn of Electricity
What the adoption of electricity, telephony, television, computing, and the internet can teach us about the recurring tests of the AI era.
Gutenberg's Bankruptcy and Luther's Viral Rise
The inventor of printing captured little of its value; the real winners rebuilt content, distribution, and networks of belief.
Insull's Pyramid
Samuel Insull's electricity empire reveals the fragility created when infrastructure, financial leverage, and growth narratives reinforce one another.
A Map of the Next Migration of Scarcity
As compute becomes abundant, value will migrate toward data, workflows, trust, responsibility, and experiences grounded in human finitude.
Monarchs of the Radio
Every new medium changes how attention is distributed and crowns a new class of organizations and individuals adapted to its structure.
The People Swept Away by Electricity
A history of the failures, deaths, and wrong turns behind electrification—and what they reveal about the true costs of a general-purpose technology revolution.
Railway Mania: The First Infrastructure Bubble
Railway mania shows how infrastructure bubbles create fortunes, destroy capital, and still leave behind foundations for the next wave of growth.
Recombination: The Value of General-Purpose Technology Lies in the Ruins of Old Forms
The value of a general-purpose technology lies not in the technology itself, but in the new combinations of products, processes, and organizations it enables.
Predictable Repetition: Seven Public Bets on the AI Era
Seven public predictions about infrastructure, platforms, organizations, trust, and value migration in the AI era, grounded in historical patterns.
Epilogue: The Ethics of the Betrayer
Surviving a technological revolution requires betraying inherited assets, identities, and formulas for success—but that betrayal must remain accountable.
The Funeral of the Battleship
What the end of the battleship era teaches us about organizations trapped by assets, identity, and sunk costs.
The Migration of Scarcity
Technological revolutions do not eliminate scarcity; they move value from old bottlenecks to new complements and capabilities.
The Morning the Cable Was Cut
From telegraph cables to digital platforms, how control of the channel becomes commercial power—and why that power is eventually rebuilt.
The Red Flag Act: How an Empire Gave Away the Future
Britain’s early automobile regulation shows how institutions protecting old interests can make a leading nation surrender the next industrial revolution.
The Shipping Container That Swallowed the World
The container changed far more than shipping: it reorganized ports, railways, warehouses, trade, and the global division of labor.
The Steam-Engine Layout Checklist
The real test of AI adoption is not tool procurement, but whether workflows are still designed around yesterday’s scarcity.
The Timetable War
Systems created to serve people can eventually constrain the room for action of organizations, industries, and societies.
The Patent War: The Wright Brothers Won the Lawsuit and Lost the Sky
The Wright brothers’ patent war reveals the thin line between protecting innovation and obstructing an ecosystem.
Translate the User, Not Just the Words
Users describe symptoms; entrepreneurs must diagnose the real need and build a solution users cannot yet articulate.
The Fourth Test: When Everything Can Be Synthesized, Who Prices Reality?
When generative technology makes fabrication cheaper than reality, accountable trust, verification, and provenance become the new scarcity.
From Entropy to Consciousness: An Inevitable Causal Chain
Starting from entropy increase, dissipative structures, self-organization, life, and prediction, this piece asks how consciousness emerges — and whether AI could enter the same causal chain.