From Sandbox to Standard - Your AI Platform is Now in Production

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**From Sandbox to Standard **
-----------------------------
Your AI Workflow in Production
------------------------------


Twenty days ago, you created an account. Today, you have a governed, deployed AI workflow - grounded in your data, observable in production, and accessible to your team without requiring anyone to touch the underlying logic.

**That is not just a demo. That is infrastructure.**


**How to Keep Improving:**
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**Observe:** review the last 20–50 log entries. Flag failures, slow runs, and unanswered queries.


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**Analyze:** identify root cause - Knowledge Base gap, prompt ambiguity, or missing branch logic.


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**Optimize:** update the Knowledge Base, tighten the prompt, or add a conditional branch for the edge case.


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**Publish:** click Publish Update. Add version notes. Changes are tracked - you can roll back if needed.


[ **Publish and Share Your First  App**](https://cloud.dify.ai/apps?utm_medium=email&utm_source=brevo&utm_campaign=user_onboarding&utm_content=email_10 "Button title")


**Three things to check:**
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**Knowledge Base coverage:** does your indexed content match what users are actually asking?


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**Access governance:** who has edit access to production workflows? Consider separating dev and prod environments.


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**Self-hosting:** if data residency or token cost is a constraint, Dify's open-source codebase supports full Docker deployment.


**Helpful Resources**
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[Dify Documentation Hub](http://docs.dify.ai)


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[Community Forum](https://forum.dify.ai/)


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[Self-Hosting with Docker](https://docs.dify.ai/en/self-host/quick-start/docker-compose)


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[GitHub Repository](http://github.com/langgenius/dify)


We’re here to make your experience amazing. If you have any questions or feedback, feel free to reply to this email, we’d love to hear from you!


LangGenius, Inc.

101 Jefferson Drive, Menlo Park, CA 94025

[GitHub](https://github.com/langgenius/dify) | [LinkedIn](https://www.linkedin.com/company/langgenius/posts/?feedView=all) | [X](https://x.com/dify_ai) | [Discord](https://discord.com/invite/FngNHpbcY7) | [Docs](https://docs.dify.ai/en/use-dify/getting-started/introduction)

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From

Anne from Dify · welcome@dify.ai

Sent

7 November 2026 · 21:00 UTC