Skip to content
ExpertEnterpriseAI AgentsWebhook trigger32 nodes

Automate an assistant workflow with Google Sheets and Telegram

Fires the moment a webhook arrives across Google Sheets, Telegram and Notion, hands the decision to an AI agent with its own tools, then branches on the check before anything is written. Built for conversational AI, around a "Normalize Request Payload" step, in 32 documented nodes.

Automate an assistant workflow with Telegram without manual work. An original, ready-to-import n8n workflow built around the 'AI Agent' pattern for AI & automation. It fires on a webhook and orchestrates 32 nodes across Google Sheets, Telegram, Notion. 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 Google Sheets and Telegram in step for conversational AI, without anyone re-typing a row
  • Safe to re-run: records already in Google Sheets or Telegram are skipped, across all 32 nodes of this conversational-AI build
  • A failed Google Sheets or Telegram call is retried rather than dropped, at any of the 32 nodes in this conversational-AI build
  • Branches rejoin before Google Sheets, so a conversational-AI run reports once rather than 32 times
  • Every conversational-AI run leaves an audit row behind, alongside Google Sheets

Use cases

  • Teams keeping Google Sheets and Telegram aligned by hand for conversational AI
  • Conversational AI work that needs a judgement call per item before it reaches Google Sheets
  • Pushing conversational-AI events into Google Sheets and Telegram the moment they land, not on the next poll
  • Conversational AI work where "Normalize Request Payload" is still a manual step before Google Sheets

Integrations

Google SheetsTelegramNotionSlackHTTP / REST APIOpenAI

Workflow preview (32 nodes)

The template's actual node layout and connections. Node parameters and credential slots unlock with the download.

On Telegram EventTelegram TriggerNormalize Request Paylo…CodeReason & Act (AI Agent)AgentOpenAI Chat ModelLm Chat Open AiThink It ThroughTool ThinkRun CalculationsTool CalculatorShape Agent OutputSetConfident Enough?IfDeliver Answer + Log to…NotionEscalate to Human QueueTelegramJoin OutcomesMergeLoad Previous SnapshotGoogle SheetsCompute Drift vs Snapsh…CodeEnrich with Reference D…Http RequestFold In Enrichment Fiel…SetStamp Completion TimeDate TimePersist Run MetadataExecution DataSerialize Run Output (C…Convert To FileArchive Row SnapshotGoogle SheetsOffload to Post-Process…Execute WorkflowRecord Sub-workflow Res…Execution DataFingerprint for Idempot…CodeDrop Already-Processed …Remove DuplicatesStamp Processing TimeDate TimeCap Batch VolumeLimitTag Pipeline MetadataSetSummarize Run StatsSetAppend Audit Row (Googl…Google SheetsSend Summary to SlackSlackCapture Failure ContextSetEscalate Failure to Tel…TelegramPark in Dead-Letter Que…Notion

What's inside (32 nodes)

A look at the node types this workflow uses. No purchase required — full parameters and credentials are yours after you buy.

AgentCodeConvert To FileDate TimeExecute WorkflowExecution DataGoogle SheetsHttp RequestIfLimitLm Chat Open AiMergeNotionRemove DuplicatesSetSlackTelegramTelegram TriggerTool CalculatorTool Think

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.

  • Run Calculations · Calculator
  • Think It Through · Scratchpad reasoning

This agent runs without conversation memory - each run starts from the incoming request.

From download to running in 3 steps

  1. 1
    Import. In n8n, open Workflows → menu → “Import from File” and pick the downloaded JSON.
  2. 2
    Connect. Add your own credentials on the app nodes - n8n highlights exactly which ones need them.
  3. 3
    Activate. Run it once to test, then toggle Active. The automation is live.

What you'll learn

Architect level

The deepest tier - sub-workflow delegation, state snapshots, and full observability.

  • 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
  • Moving data between Telegram, Notion and Google Sheets in a single run

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 (Google Sheets, Telegram, Notion, Slack, …). 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.

Original n8n workflow template created and owned by WorkflowCrate. After purchase you receive the ready-to-import JSON file and a license to use and adapt it in your own projects.