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English book · R1

The Accountable Firm

How AI Changes Work—and Why Organizations Must Redesign Responsibility

Contents

  1. Introduction — The Successful Rollout That Changes Nothing
  2. Part I — Diagnose the Gap Between AI Activity and Operating Change
  3. Chapter 1 — The Tool Is Live. Why Has Nothing Changed?
  4. Chapter 2 — The Demo Is Not the Decision
  5. Chapter 3 — The Visibility Problem: Where Did the Gain Go?
  6. Part II — Redesigning Work and Roles
  7. Chapter 4 — AI Does Not Replace Jobs First
  8. Chapter 5 — Redesign One Role for Accountable AI Work
  9. Part III — Knowledge, Data, and Organizational Capability
  10. Chapter 6 — Organizational Memory Is More Than a Knowledge Base
  11. Chapter 7 — The Bargain for Workflow Data and Context
  12. Chapter 8 — Human in the Loop Means a Human Owns the Consequence
  13. Chapter 9 — Governance That Can Run on a Tuesday
  14. Part IV — Decide What the Organization Does with the Capacity AI Releases
  15. Chapter 10 — Capacity Is Not a Layoff Plan
  16. Chapter 11 — Put the Freed Capacity Somewhere
  17. Chapter 12 — Trust Is a Production Condition
  18. Chapter 13 — The CEO’s Nondelegable Decisions
  19. Part V — Build the First Accountability Unit
  20. Chapter 14 — Start Small Without Isolating the Business
  21. Chapter 15 — From One Pilot to a Repeatable Capability
  22. Chapter 16 — The Accountability Unit
  23. Afterword — Put AI Back in the Organization
  24. Appendix A — Accountability-Unit Canvas
  25. Appendix B — A 90-Day Process Pilot
  26. Notes and Sources
  27. About the Author