Distill documents: Google Sheets + AI routing
Fires the moment a webhook arrives across Google Sheets, Slack and Microsoft Teams, classifies each item with a language model, then branches on the check before anything is written. Built for task automation, around a "Classify with AI" step, in 22 documented nodes.
Distill documents with Google Sheets and Microsoft Teams and log the results. An original, ready-to-import n8n workflow built around the 'AI Summarize & Route' pattern for AI & automation. It fires on a webhook and orchestrates 22 nodes across Google Sheets, Slack, HTTP / REST API. 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 Slack in step for task automation, without anyone re-typing a row
- ✓Safe to re-run: records already in Google Sheets or Slack are skipped, across all 22 nodes of this task-automation build
- ✓A failed Google Sheets or Slack call is retried rather than dropped, at any of the 22 nodes in this task-automation build
- ✓Bad input stops the run for task automation instead of landing in Google Sheets
- ✓Branches rejoin before Google Sheets, so a task-automation run reports once rather than 22 times
Use cases
- →Teams keeping Google Sheets and Slack aligned by hand for task automation
- →Pushing task-automation events into Google Sheets and Slack the moment they land, not on the next poll
- →Task automation work where "Classify with AI" is still a manual step before Google Sheets
- →Task automation work that only reaches Google Sheets when a webhook arrives, when someone remembers to start it
Integrations
Workflow preview (22 nodes)
The template's actual node layout and connections. Node parameters and credential slots unlock with the download.
What's inside (22 nodes)
A look at the node types this workflow uses. No purchase required — full parameters and credentials are yours after you buy.
From download to running in 3 steps
- 1Import. In n8n, open Workflows → menu → “Import from File” and pick the downloaded JSON.
- 2Connect. Add your own credentials on the app nodes - n8n highlights exactly which ones need them.
- 3Activate. Run it once to test, then toggle Active. The automation is live.
What you'll learn
Production levelProduction-grade: idempotency, dead-letter handling, and reconciliation included.
- •Classifying text with a Text Classifier and acting on the label
- •Routing classified output into separate action branches
- •Rejoining parallel branches with Merge so the run reports once
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, Slack, HTTP / REST API, 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.
Related templates
Digest documents: Google Sheets + AI agent
Task automation on n8n: runs when a webhook arrives across Google Sheets, PostgreSQL, Microsoft Teams and Slack, starting at "Normalize Request Payload". 23 documented nodes.
Run an AI agent task: Google Sheets, Slack & Microsoft Teams
Task automation on n8n: runs when a webhook arrives across Google Sheets, Slack and Microsoft Teams, starting at "Stamp & Shape Request". 23 documented nodes.
Run an assistant workflow with Google Sheets and Microsoft Teams
Task automation on n8n: runs when a webhook arrives across Google Sheets, Microsoft Teams, Slack and PostgreSQL, starting at "Stamp & Shape Request". 21 documented nodes.
Summarize documents: Google Sheets & Slack, webhook
Task automation on n8n: runs when a webhook arrives across Google Sheets, Slack, Microsoft Teams and Google Drive, starting at "Pull Fresh Items (API)". 23 documented nodes.