The flow
Starts it 3Model 2Logic 6Service 6
The steps in the order they run, from what starts it.
- 1OpenAI Chat ModelLm Chat Open AiModel
- 2WebhookWebhookStarts it
- 3Telegram TriggerTelegram triggerStarts it
- 4Google Sheets TriggerGoogle Sheets triggerStarts it
- 5Summarization ChainChain SummarizationModel
- 6If Call Now is usedIfLogic
- 7AggregateAggregateLogic
- 8Append or update row in sheetGoogle SheetsService
- 9Cold LeadsGoogle SheetsService
- 10Invalid EntryTelegramService
- 11Code in JavaScriptCodeLogic
- 12If all leads have been calledIfLogic
- 13Send a text message1TelegramService
- 14Retell AIHttp RequestService
- 15Loop Over ItemsSplit In BatchesLogic
- 16WaitWaitLogic
- 17All Leads CalledTelegramService
How it's built
- Starts on
- An incoming Telegram message
- Steps
- 17, with 2 branches, 2 loops or waits
- Size
- Medium: a working afternoon
- Connects to
- Google Sheets, Telegram
- Model
- OpenAI
Questions
What does it need to run?
An n8n account, plus your own Google Sheets 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. Model calls are billed by the provider, not by n8n.
How long does it take to set up?
Plan an afternoon. 17 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 itNothing 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 17 steps before you point it at anything that matters.