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AdvancedPremiumCustomer Support AutomationWebhook trigger23 nodes

Summarize long emails for escalation

Fires the moment a webhook arrives across Google Sheets, Telegram and PostgreSQL, classifies each item with a language model, then drops anything it has already handled. Built for escalation, around a "Keep Valid Tickets" step, in 23 documented nodes.

Summarize long emails with PostgreSQL and Telegram and log the results. An original, ready-to-import n8n workflow built around the 'AI Summarize & Route' pattern for customer support. It fires on a webhook and orchestrates 23 nodes across Google Sheets, Telegram, PostgreSQL. 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. The result is a hands-off process that just works.

Key benefits

  • Keeps Google Sheets and Telegram in step for escalation, without anyone re-typing a row
  • Safe to re-run: records already in Google Sheets or Telegram are skipped, across all 23 nodes of this escalation build
  • A failed Google Sheets or Telegram call is retried rather than dropped, at any of the 23 nodes in this escalation build
  • Branches rejoin before Google Sheets, so a escalation run reports once rather than 23 times
  • Every escalation run leaves an audit row behind, alongside Google Sheets

Use cases

  • Teams keeping Google Sheets and Telegram aligned by hand for escalation
  • Pushing escalation events into Google Sheets and Telegram the moment they land, not on the next poll
  • Escalation work where "Keep Valid Tickets" is still a manual step before Google Sheets
  • Escalation work that only reaches Google Sheets when a webhook arrives, when someone remembers to start it

Integrations

Google SheetsTelegramPostgreSQLHTTP / REST APIGroq

Workflow preview (23 nodes)

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

Receive Inbound WebhookWebhookKeep Valid TicketsFilterClassify with AIText ClassifierGroq Chat ModelLm Chat GroqStore as UrgentGoogle SheetsStore as RoutineGoogle SheetsStore as FYIGoogle SheetsAlert Telegram — OtherTelegramReunite BranchesMergeEnrich with Reference D…Http RequestFold In Enrichment Fiel…SetStamp Completion TimeDate TimePersist Run MetadataExecution DataFingerprint for Idempot…CodeDrop Already-Processed …Remove DuplicatesLoad Previous SnapshotPostgresCompute Drift vs Snapsh…CodeSummarize Run StatsSetAppend Audit Row (Postg…PostgresSend Summary to TelegramTelegramCapture Failure ContextSetEscalate Failure to Tel…TelegramPark in Dead-Letter Que…Google Sheets

What's inside (23 nodes)

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

CodeDate TimeExecution DataFilterGoogle SheetsHttp RequestLm Chat GroqMergePostgresRemove DuplicatesSetTelegramText ClassifierWebhook

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

Production level

Production-grade: idempotency, dead-letter handling, and reconciliation included.

  • Classifying text with a Text Classifier and acting on the label
  • Rejoining parallel branches with Merge so the run reports once
  • Moving data between Google Sheets, Telegram and PostgreSQL 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, PostgreSQL, HTTP / REST API). 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.