Automate an assistant workflow: Telegram
Fires the moment a webhook arrives across Telegram and Google Sheets, hands the decision to an AI agent with its own tools, then branches on the check before anything is written. Built for lead bots, around a "Normalize Conversation Payload" step, in 22 documented nodes.
Automate an assistant workflow with Telegram hands-free. An original, ready-to-import n8n workflow built around the 'AI Agent' pattern for customer support. It fires on a webhook and orchestrates 22 nodes across Telegram, Google Sheets. It uses n8n's LangChain AI nodes (Agent/Chain + chat model). Retry-on-fail is enabled on external calls. Import the JSON, add your credentials, and adapt the parameters. What used to take a morning now runs on its own.
Key benefits
- ✓Keeps Telegram and Google Sheets in step for lead bots, without anyone re-typing a row
- ✓Safe to re-run: records already in Telegram or Google Sheets are skipped, across all 22 nodes of this lead-bots build
- ✓A failed Telegram or Google Sheets call is retried rather than dropped, at any of the 22 nodes in this lead-bots build
- ✓Branches rejoin before Telegram, so a lead-bots run reports once rather than 22 times
- ✓Every lead-bots run leaves an audit row behind, alongside Telegram
Use cases
- →Teams keeping Telegram and Google Sheets aligned by hand for lead bots
- →Lead bots work that needs a judgement call per item before it reaches Telegram
- →Pushing lead-bots events into Telegram and Google Sheets the moment they land, not on the next poll
- →Lead bots work where "Normalize Conversation Payload" is still a manual step before Telegram
Integrations
Workflow preview (22 nodes)
The template's actual node layout and connections. Node parameters and credential slots unlock with the download.
What's inside (22 nodes)
A look at the node types this workflow uses. No purchase required — full parameters and credentials are yours after you buy.
Agent tools included (2)
An AI Agent is only as capable as the tools wired into it. These are read from the template's own graph — every one is a real node in the file you download.
- Custom Logic Tool · Custom code
- Run Calculations · Calculator
Conversation memory is attached, so the agent carries earlier turns of a session.
From download to running in 3 steps
- 1Import. In n8n, open Workflows → menu → “Import from File” and pick the downloaded JSON.
- 2Connect. Add your own credentials on the app nodes - n8n highlights exactly which ones need them.
- 3Activate. Run it once to test, then toggle Active. The automation is live.
What you'll learn
Production levelProduction-grade: idempotency, dead-letter handling, and reconciliation included.
- •Wiring an AI Agent to a chat model, memory, and multiple tools
- •Wiring an AI Agent to a chat model and a set of tools
- •Writing a system message that controls when the agent reaches for each tool
Every node carries its own documentation on the canvas, plus notes explaining why the architecture was built this way, a credential setup guide, troubleshooting, and three practice exercises. Sample data comes pinned to the trigger, so you can hit Execute and watch data flow before connecting a single account.
Common questions
What exactly do I get?
The complete, ready-to-import n8n workflow as a JSON file, delivered instantly after payment. Import it into your own n8n (cloud or self-hosted), add your credentials, and it runs.
How do I import it into n8n?
In n8n, open Workflows, click the three-dot menu, choose “Import from File”, and select the downloaded JSON. Then connect your own app credentials on the highlighted nodes.
Do I need anything else for it to work?
You need your own n8n instance and accounts/credentials for the apps this workflow connects to (Telegram, Google Sheets). No coding is required.
What if it doesn't work for me?
If the file is faulty, won't import, or isn't as described, contact us within 7 days and we'll fix it or refund you - see our refund policy.
Can I modify or resell it?
You can freely adapt and use it in your own or your clients' projects. Reselling or redistributing the template file itself is not permitted.
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