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AdvancedProfessionalRAG / Knowledge BaseWebhook trigger16 nodes

Summarize documents: Slack for knowledge sync

Fires the moment a webhook arrives across Slack, PostgreSQL and Telegram, hands the decision to an AI agent with its own tools, then branches on the check before anything is written. Built for knowledge sync, around a "Keep Valid Documents" step, in 16 documented nodes.

Summarize documents with PostgreSQL and Telegram. An original, ready-to-import n8n workflow built around the 'AI Summarize & Route' pattern for AI & automation. It fires on a webhook and orchestrates 16 nodes across Slack, PostgreSQL, Telegram. 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 Slack and PostgreSQL in step for knowledge sync, without anyone re-typing a row
  • A failed Slack or PostgreSQL call is retried rather than dropped, at any of the 16 nodes in this knowledge-sync build
  • Branches rejoin before Slack, so a knowledge-sync run reports once rather than 16 times
  • The knowledge-sync AI step is isolated from Slack, so models swap without touching the other 16 nodes
  • Fans the same result out to Telegram in the same run, for knowledge sync

Use cases

  • Teams keeping Slack and PostgreSQL aligned by hand for knowledge sync
  • Knowledge sync work that needs a judgement call per item before it reaches Slack
  • Pushing knowledge-sync events into Slack and PostgreSQL the moment they land, not on the next poll
  • Knowledge sync work where "Keep Valid Documents" is still a manual step before Slack

Integrations

SlackPostgreSQLTelegramOpenAI

Workflow preview (16 nodes)

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

On Telegram EventTelegram TriggerKeep Valid DocumentsFilterReason & Act (AI Agent)AgentOpenAI Chat ModelLm Chat Open AiSearch Reference WikiTool WikipediaRun CalculationsTool CalculatorShape Agent OutputSetConfident Enough?IfDeliver Answer + Log to…PostgresEscalate to Human QueueSlackJoin OutcomesMergeSummarize Run StatsSetAppend Audit Row (Postg…PostgresSend Summary to TelegramTelegramCapture Failure ContextSetEscalate Failure to Sla…Slack

What's inside (16 nodes)

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

AgentFilterIfLm Chat Open AiMergePostgresSetSlackTelegramTelegram TriggerTool CalculatorTool Wikipedia

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
  • Search Reference Wiki · Wikipedia

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.

  • Routing classified output into separate action branches
  • Rejoining parallel branches with Merge so the run reports once
  • Moving data between Telegram, PostgreSQL and Slack 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 (Slack, PostgreSQL, Telegram). 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.