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IntermediateProfessionalRAG / Knowledge BaseWebhook trigger18 nodes

Distill documents with Slack for q&a

Fires the moment a webhook arrives across Slack, Airtable and Microsoft Teams, scores the sentiment of every message, then runs the custom logic in a Code node. Built for q&a, around a "Normalize Document Payload" step, in 18 documented nodes.

Distill documents with Airtable and Microsoft Teams on autopilot. An original, ready-to-import n8n workflow built around the 'AI Summarize & Route' pattern for AI & automation. It fires on a webhook and orchestrates 18 nodes across Slack, Airtable, Microsoft Teams. 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 Slack and Airtable in step for q&a, without anyone re-typing a row
  • A failed Slack or Airtable call is retried rather than dropped, at any of the 18 nodes in this q&a build
  • Every q&a run leaves an audit row behind, alongside Slack
  • Fans the same result out to Microsoft Teams in the same run, for q&a
  • Pinned sample data ships with it — run all 18 nodes for q&a before wiring Slack

Use cases

  • Teams keeping Slack and Airtable aligned by hand for q&a
  • Pushing q&a events into Slack and Airtable the moment they land, not on the next poll
  • Q&a work where "Normalize Document Payload" is still a manual step before Slack
  • Q&a work that only reaches Slack when a webhook arrives, when someone remembers to start it

Integrations

SlackAirtableMicrosoft TeamsOpenRouter

Workflow preview (18 nodes)

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

Receive Inbound WebhookWebhookNormalize Document Payl…CodeDetect SentimentSentiment AnalysisOpenRouter Chat ModelLm Chat Open RouterEscalate Negative — Mic…Microsoft TeamsLog Neutral FeedbackAirtableThank the SenderSlackCollect All OutcomesMergeSort Documents Newest F…SortSave Execution MetadataExecution DataCap Batch VolumeLimitTag Pipeline MetadataSetAlign Field NamesRename KeysSummarize Run StatsSetAppend Audit Row (Airta…AirtableSend Summary to SlackSlackCapture Failure ContextSetEscalate Failure to Sla…Slack

What's inside (18 nodes)

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

AirtableCodeExecution DataLimitLm Chat Open RouterMergeMicrosoft TeamsRename KeysSentiment AnalysisSetSlackSortWebhook

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.

  • Rejoining parallel branches with Merge so the run reports once
  • Moving data between Microsoft Teams, Airtable and Slack in a single run
  • 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 (Slack, Airtable, Microsoft Teams). 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.