The flow
Starts it 1Model 5Logic 4Service 4
The steps in the order they run, from what starts it.
- 1Simple MemoryMemory Buffer WindowModel
- 2Search_newsHttp Request ToolService
- 3Google_autocompleteHttp Request ToolService
- 4Start: Receive Keyword from TelegramTelegram triggerStarts it
- 5LLM: Language ModelLm Chat Open AiModel
- 6Parser: Format News JSONOutput Parser StructuredModel
- 7AI Agent: Expand Keyword & Orchestrate ToolsAgentModel
- 8Split ArticlesSplit OutLogic
- 9Loop: Process Each ArticleSplit In BatchesLogic
- 10Aggregate: Combine Article ContentAggregateLogic
- 11WaitWaitLogic
- 12Generate NewsletterOpen AiModel
- 13Scraper: Clean Article ContentHttp RequestService
- 14Send Newsletter via EmailGmailService
How it's built
- Starts on
- An incoming Telegram message
- Steps
- 14, 2 loops or waits
- Size
- Medium: a working afternoon
- Connects to
- Gmail, Telegram
- Model
- OpenAI
- Retrieval
- Answers are drawn from documents you supply, not from the model alone
Questions
What does it need to run?
An n8n account, plus your own Gmail and Telegram accounts, and a key for OpenAI. You connect your own accounts after importing it; none are included.
What starts it?
It starts on an incoming Telegram message.
Does it use AI?
Yes. It calls OpenAI. Its answers draw on documents you give it, not on the model alone. Model calls are billed by the provider, not by n8n.
How long does it take to set up?
Plan an afternoon. 14 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.
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 14 steps before you point it at anything that matters.