Skip to content
ExpertProfessionalRAG / Knowledge BaseWebhook trigger18 nodes

Distill documents with Slack and Google Sheets hands-free

Expert RAG / Knowledge Base workflow for AI & Automation

Distill documents with Slack and Google Sheets hands-free. 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, Google Sheets. 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 your systems in sync
  • Runs 24/7 in the background
  • Responds in seconds
  • Improves response time

Use cases

  • Teams that want to ai summarize & route without manual effort
  • Anyone automating document search in ai
  • Replacing a fragile manual process with a reliable workflow

Integrations

SlackGoogle SheetsAnthropic

Workflow preview (18 nodes)

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

Receive Inbound WebhookWebhookCollect Raw TextSetExtract Structured Fiel…Information ExtractorAnthropic Chat ModelLm Chat AnthropicAll Required Fields Fou…IfUpsert into Google Shee…Google SheetsQueue for Manual ReviewSlackMerge Review PathsMergeCap Batch VolumeLimitSave Execution MetadataExecution DataAlign Field NamesRename KeysStamp Processing TimeDate TimeSort Documents Newest F…SortSummarize Run StatsSetAppend Audit Row (Googl…Google SheetsSend 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.

Date TimeExecution DataGoogle SheetsIfInformation ExtractorLimitLm Chat AnthropicMergeRename KeysSetSlackSortWebhook

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.

  • Using a Chain for fixed AI steps instead of paying for an Agent
  • 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 (Slack, Google Sheets). 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.