# Convert LLM output into rich Telegram messages: Auto-Media: n8n workflow

> Started by an event in a connected app, and works across Telegram. 16 steps, 3 branches, 2 loops or waits: a working afternoon to understand properly.

Source: https://millionrounds.com/workflow/convert-llm-output-into-rich-telegram-messages-auto-media (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Alerts and monitoring](https://millionrounds.com/workflows?category=Alerts+and+monitoring#library)

# Convert LLM output into rich Telegram messages: Auto-Media

Started by an event in a connected app, and works across Telegram. 16 steps, 3 branches, 2 loops or waits: a working afternoon to understand properly.

Medium

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fconvert-llm-output-into-rich-telegram-messages-auto-media)

**16 steps** Medium: a working afternoon

**3** Branches: places the flow splits

**2** Loops or waits

**1** Service it connects to

## The flow

Starts it 1 Logic 10 Service 5

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

- 1 **When Executed by Another Workflow** Execute Workflow trigger *Starts it*
- 2 **Extract Links** Code *Logic*
- 3 **If no links** If *Logic*
- 4 **If text too long** If *Logic*
- 5 **Split Out the Links** Split Out *Logic*
- 6 **Split large text by chunks** Code *Logic*
- 7 **Send Text** Telegram *Service*
- 8 **Loop Over Links** Split In Batches *Logic*
- 9 **Split Out the Chunks** Split Out *Logic*
- 10 **Limit** Limit *Logic*
- 11 **Check Link Type** Switch *Logic*
- 12 **Loop Over Text Chunks** Split In Batches *Logic*
- 13 **Send back an image** Telegram *Service*
- 14 **Send back an audio** Telegram *Service*
- 15 **Send back a video** Telegram *Service*
- 16 **Send Text Chunk** Telegram *Service*

## How it's built

- **Starts on:** An event in a connected app
- **Steps:** 16, with 3 branches, 2 loops or waits
- **Size:** Medium: a working afternoon
- **Connects to:** Telegram
- **Model:** None. This is plumbing, not judgement

## Questions

What does it need to run?

An n8n account, plus your own Telegram account. You connect your own accounts after importing it; none are included.

What starts it?

It starts on an event in a connected app.

Does it use AI?

No. Every step is fixed logic or a call to a service, so it does the same thing every time.

How long does it take to set up?

Plan an afternoon. 16 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 16 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%2Fconvert-llm-output-into-rich-telegram-messages-auto-media)
- **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.

[Telegram](https://millionrounds.com/workflows?service=Telegram#library)

## Workflows like it

Also alerts and monitoring, with the same services where possible, closest in size first.

- [**Curate key RSS articles with OpenAI and Telegram** 16 steps · Notion, RSS](https://millionrounds.com/workflow/curate-key-rss-articles-with-openai-and-telegram)
- [**Daily nearby garage sales alerts with Telegram** 16 steps · Telegram](https://millionrounds.com/workflow/daily-nearby-garage-sales-alerts-with-telegram)
- [**Monitor commodity markets with Discord and Gmail** 16 steps · Discord, Gmail](https://millionrounds.com/workflow/monitor-commodity-markets-with-discord-and-gmail)
- [**Automate financial transaction tracking with Gmail and OpenAI** 16 steps · calls a model · Gmail, Notion](https://millionrounds.com/workflow/automate-financial-transaction-tracking-with-gmail-and-opena)
- [**Classify Gmail emails with OpenAI** 16 steps · calls a model · Gmail, Telegram](https://millionrounds.com/workflow/classify-gmail-emails-with-openai-2)
- [**Monitor at-risk students with Google Sheets and OpenAI** 16 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/monitor-at-risk-students-with-google-sheets-and-openai)