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ExpertProfessionalAI AgentsWebhook trigger19 nodes

Power an assistant workflow with Telegram

Fires the moment a webhook arrives across Telegram, Google Sheets and Slack, looks the answer up in a vector store, then hands the decision to an AI agent. Built for research assistant, around a "Keep Valid Requests" step, in 19 documented nodes.

Power an assistant workflow with Telegram on autopilot. An original, ready-to-import n8n workflow built around the 'AI Agent' pattern for AI & automation. It fires on a webhook and orchestrates 19 nodes across Telegram, Google Sheets, Slack. 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 research assistant, without anyone re-typing a row
  • A failed Telegram or Google Sheets call is retried rather than dropped, at any of the 19 nodes in this research-assistant build
  • The research-assistant AI step is isolated from Telegram, so models swap without touching the other 19 nodes
  • Fans the same result out to Slack in the same run, for research assistant
  • Research-assistant answers come from your indexed content, not model recall, before reaching Telegram

Use cases

  • Teams keeping Telegram and Google Sheets aligned by hand for research assistant
  • Answering research-assistant questions from your own indexed documents, then replying in Telegram
  • Research assistant work that needs a judgement call per item before it reaches Telegram
  • Pushing research-assistant events into Telegram and Google Sheets the moment they land, not on the next poll

Integrations

TelegramGoogle SheetsSlackAnthropic

Workflow preview (19 nodes)

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

On Telegram EventTelegram TriggerKeep Valid RequestsFilterAnswer from Knowledge B…AgentAnthropic Chat ModelLm Chat AnthropicKnowledge Base RetrieverVector Store QdrantQuery EmbeddingsEmbeddings Open AiGrounded Answer Found?IfDeliver Answer via Tele…TelegramLog Knowledge GapGoogle SheetsFlag Gap to KB OwnersTelegramSort Requests Newest Fi…SortAlign Field NamesRename KeysStamp Processing TimeDate TimeGuard Non-Empty queryFilterSummarize Run StatsSetAppend Audit Row (Googl…Google SheetsSend Summary to SlackSlackCapture Failure ContextSetEscalate Failure to Tel…Telegram

What's inside (19 nodes)

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

AgentDate TimeEmbeddings Open AiFilterGoogle SheetsIfLm Chat AnthropicRename KeysSetSlackSortTelegramTelegram TriggerVector Store Qdrant

Agent tools included (1)

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.

  • Knowledge Base Retriever · Vector Store Qdrant

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

Advanced level

Adds branching depth and audit logging on top of the core pattern.

  • Moving data between Telegram, Google Sheets and Slack in a single run
  • Normalising timestamps before anything downstream compares them
  • Adding retries and an explicit error path to external calls

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, 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.