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ExpertPremiumAI AgentsChat trigger21 nodes

Handle chat messages with Slack for task automation

Answers live in a chat window across Slack and Google Sheets, hands the decision to an AI agent with its own tools, then branches on the check before anything is written. Built for task automation, around a "Reason & Act (AI Agent)" step, in 21 documented nodes.

Handle chat messages at scale for Task Automation . An original, ready-to-import n8n workflow built around the 'Chatbot Responder' pattern for AI & automation. It starts from a chat message and orchestrates 21 nodes using core n8n nodes. 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. Nothing slips through the cracks.

Key benefits

  • Keeps Slack and Google Sheets in step for task automation, without anyone re-typing a row
  • A failed Slack or Google Sheets call is retried rather than dropped, at any of the 21 nodes in this task-automation build
  • Bad input stops the run for task automation instead of landing in Slack
  • Branches rejoin before Slack, so a task-automation run reports once rather than 21 times
  • The task-automation AI step is isolated from Slack, so models swap without touching the other 21 nodes

Use cases

  • Teams keeping Slack and Google Sheets aligned by hand for task automation
  • Task automation work that needs a judgement call per item before it reaches Slack
  • Task-automation conversations in Slack you would rather not staff around the clock
  • Task automation work where "Reason & Act (AI Agent)" is still a manual step before Slack

Integrations

SlackGoogle SheetsHTTP / REST APIAnthropic

Workflow preview (21 nodes)

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

When Chat Message Recei…Chat TriggerRequired Fields Present?IfAbort — Malformed InputStop And ErrorReason & Act (AI Agent)AgentAnthropic Chat ModelLm Chat AnthropicLookup API DataTool Http RequestCustom Logic ToolTool CodeConversation MemoryMemory Buffer WindowShape Agent OutputSetConfident Enough?IfDeliver Answer + Log to…Google SheetsEscalate to Human QueueSlackJoin OutcomesMergeEnrich with Reference D…Http RequestFold In Enrichment Fiel…SetSummarize Run StatsSetAppend Audit Row (Googl…Google SheetsSend Summary to SlackSlackCapture Failure ContextSetEscalate Failure to Sla…SlackPark in Dead-Letter Que…Google Sheets

What's inside (21 nodes)

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

AgentChat TriggerGoogle SheetsHttp RequestIfLm Chat AnthropicMemory Buffer WindowMergeSetSlackStop And ErrorTool CodeTool Http Request

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.

  • Custom Logic Tool · Custom code
  • Lookup API Data · HTTP request

Conversation memory is attached, so the agent carries earlier turns of a session.

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.

  • Handling a live chat trigger and keeping per-session conversation memory
  • Handling a live chat trigger and shaping each reply before it is sent
  • Escalating to a human when the bot cannot answer

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, 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.