# Multi-agent LinkedIn content creation with OpenAI: n8n workflow

> Started by a clock, and works across Gmail and Google Sheets. It hands the judgement calls to OpenAI. 18 steps: a working afternoon to understand properly.

Source: https://millionrounds.com/workflow/multi-agent-linkedin-content-creation-with-openai (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Content](https://millionrounds.com/workflows?category=Content#library)

# Multi-agent LinkedIn content creation with OpenAI

Started by a clock, and works across Gmail and Google Sheets. It hands the judgement calls to OpenAI. 18 steps: a working afternoon to understand properly.

Medium Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fmulti-agent-linkedin-content-creation-with-openai)

**18 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**0** Loops or waits

**2** Services it connects to

## The flow

Starts it 2 Model 10 Logic 2 Service 4

The steps in the order they run, from what starts it.

- 1 **Structured Output Parser** Output Parser Structured *Model*
- 2 **Structured Output Parser1** Output Parser Structured *Model*
- 3 **Weekly Post Trigger** Schedule trigger *Starts it*
- 4 **Brain: Topic Analyst (GPT-4o-mini)** Lm Chat Open Ai *Model*
- 5 **Brain: Content Architect (GPT-4o)** Lm Chat Open Ai *Model*
- 6 **Brain: Creative Writer (GPT-4o)** Lm Chat Open Ai *Model*
- 7 **Brain: Formatting Police (GPT-4o)** Lm Chat Open Ai *Model*
- 8 **Error Trigger** Error trigger *Starts it*
- 9 **Deduplication & Topic Selector** Agent *Model*
- 10 **Structure & Logic Designer** Agent *Model*
- 11 **Retrieve Post History & Ideas** Google Sheets *Service*
- 12 **Draft Copywriter** Agent *Model*
- 13 **Style & Compliance Editor** Agent *Model*
- 14 **Send a message** Gmail *Service*
- 15 **Aggregate** Aggregate *Logic*
- 16 **Human Approval (Gmail)** Gmail *Service*
- 17 **Log Published Content** Google Sheets *Service*
- 18 **Wait Timed Out (48h)** No Op *Logic*

## How it's built

- **Starts on:** A clock
- **Steps:** 18
- **Size:** Medium: a working afternoon
- **Connects to:** Gmail, Google Sheets
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, plus your own Gmail and Google Sheets accounts, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on a clock.

Does it use AI?

Yes. It calls OpenAI. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 18 steps is enough that you should read each one before running it.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

**Before you run it**

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 18 steps before you point it at anything that matters.

## Run it in n8n

- **Create your n8n account** Free to start. n8n is where the workflow runs. [Create an n8n account ↗](https://millionrounds.com/n8n)
- **Download the workflow** Free with a Millionrounds account. [Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fmulti-agent-linkedin-content-creation-with-openai)
- **Paste it into n8n** Open a new workflow in n8n and paste. Then connect your own accounts.

Stored with the author's traces removed: canvas notes, instance identifiers, saved credential names and any live document they had left behind.

## Connects to

Each opens the other workflows that use it.

[Gmail](https://millionrounds.com/workflows?service=Gmail#library)[Google Sheets](https://millionrounds.com/workflows?service=Google+Sheets#library)

## Workflows like it

Also content, with the same services where possible, closest in size first.

- [**AI-powered content factory: RSS to blog, Instagram & TikTok** 18 steps · calls a model · Google Sheets, Slack](https://millionrounds.com/workflow/ai-powered-content-factory-rss-to-blog-instagram-and-tiktok)
- [**Analyze Facebook post comment sentiment with OpenAI** 18 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/analyze-facebook-post-comment-sentiment-with-openai)
- [**Analyze Reddit posts with OpenAI and Gmail** 18 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/analyze-reddit-posts-with-openai-and-gmail)
- [**Audio transcription & chat bot with AssemblyAI and Gemini** 18 steps · calls a model · Google Sheets, Pinecone](https://millionrounds.com/workflow/audio-transcription-and-chat-bot-with-assemblyai-and-gemini)
- [**Audit landing page SEO with OpenAI** 18 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/audit-landing-page-seo-with-openai)
- [**Auto-categorize blog posts with OpenAI and GitHub** 18 steps · calls a model · GitHub, Google Sheets](https://millionrounds.com/workflow/auto-categorize-blog-posts-with-openai-and-github)