> ## Documentation Index
> Fetch the complete documentation index at: https://b2-b-playbook.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# AI workflow card

<img src="https://mintcdn.com/b2-b-playbook/8TjYHkeg5vZEv16F/assets/illustrations/worksheet-ai-workflow.webp?fit=max&auto=format&n=8TjYHkeg5vZEv16F&q=85&s=654e1544232af37724140750c187ea4b" alt="Artifact; Bind; Constraints and runtime" width="1600" height="900" data-path="assets/illustrations/worksheet-ai-workflow.webp" />

B2B Playbook working file. Read [AI workflow](../playbooks/09-operations-pipeline-and-measurement/ai-workflow.md) first.

Fill before you build. Delete teaching notes. Do not paste a third-party architect worksheet as the live SOP.

Copyright © 2026 Ivan Xu. Private operating copy permitted. See LICENSE.

***

## Artifact

* Final thing this produces:
* Why a good one is good:
* What must not be lost:
* Deployment: one-off / personal repeatable / shared module:

## Bind

* Use case:
* Human role:
* AI role:
* Success:
* Unacceptable failure:

## Constraints and runtime

* Hard constraints:
* Guaranteed inputs:
* Optional inputs:
* Forbidden assumptions:
* Allowed tools / sources:

## Failure profile

* Likely shortcut:
* Fake-success risk:
* Highest-cost wrong answer:

## Stages

| Stage | Artifact | Gate | Collapse | Recovery |
| ----- | -------- | ---- | -------- | -------- |
|       |          |      |          |          |
|       |          |      |          |          |
|       |          |      |          |          |

## Attack

* How we tried to break it:
* Fixes:

## Before any send

* Assignment:
* Permitted action space:
* Escalation:
* Output format:
* Human approval required (yes/no):

## Decision

* Finalize / simplify / roll back: