Reader's sample

From Demo to Production

The Enterprise AI Supply Chain for Governed Systems That Decide, Act, and Learn

The demo worked. Production is the test.

A practical handbook for carrying AI from a plausible answer to a governed decision, authorized action, verified outcome, and a better next case.

25 PAGES · COMPLETE INTRODUCTION + CONCLUSION · FREE PDF

Cover of From Demo to Production by Mehtap Mae Ozkan
MEHTAP MAE OZKAN FIELD RUNTIME / 2026

INSIDE THE SAMPLE

The shortest path into the book's argument.

A curated opening, the strongest production alpha, and the complete conclusion - enough to test the ideas against real work.

  1. 01

    The complete Introduction

    Why personal AI becomes a multiplayer operating problem inside the enterprise.

  2. 02

    Chapter 1

    Why a correct answer can still live inside a failed workflow.

  3. 03

    Six production-alpha excerpts

    Connected loops, harnesses, evals, correction capital, routing economics, and earned authority.

  4. 04

    The complete Conclusion

    Why the future organization is a learning enterprise, not one company brain.

  5. 05

    A ten-minute Production Test

    A practical test you can apply immediately to one real workflow.

THE CENTRAL ARGUMENT

The enterprise advantage is not the model.

It is the organization-owned system around the model that finishes consequential work, constrains authority, proves outcomes, and turns corrections into tested institutional capability.

  1. 01Evidence
  2. 02Decision
  3. 03Authorized action
  4. 04Accepted outcome
  5. 05Tested learning

WRITTEN FOR THE PEOPLE WHO MUST MAKE AI WORK

Read the sample. Then test one workflow.

  • CIOs and technology leaders
  • Operating executives and workflow owners
  • Builders moving agents into governed production

This reader's sample may be circulated intact for review and discussion.