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n8n AI agent template, made for your case

A template shows you how someone else's agent works. Then you spend the evening swapping its tools, rewriting its prompt and finding out why it loops. Describe the agent you need and get that one instead, as a file.

What an n8n AI agent workflow is made of

In n8n the agent is one node with other nodes plugged into it from below. n8n's documentation requires two of them: a chat model and at least one tool.

PartNode in n8nWhat you decide
TriggerChat Trigger, Webhook, WhatsApp Trigger, Gmail TriggerWhere messages come from
AgentAI Agent (version 3.1 in n8n 2.47.6)The system prompt: role, rules, what to do when unsure
Chat modelA chat model node for the provider you useWhich model, and your own account for it
MemorySimple Memory, or a database-backed memoryHow many turns to remember, and per which customer
ToolsApp nodes used as tools, HTTP Request, Call n8n Sub-Workflow ToolWhat the agent is allowed to do, and nothing more
OutputStructured Output ParserThe exact fields the next node needs

A sample: support agent for an online store

Request: "Answer order questions in our website chat. Look up the order by number, answer from our returns policy, hand over to a person in Slack when unsure."

#NodeWhat it does
1Chat TriggerReceives each chat message with a session ID
2AI Agent: Support agentDecides whether to answer, look something up or hand over
Chat modelPlugged into the agent; your provider account
Simple MemoryKeeps the last 10 turns per session ID
Tool: Look up orderShopify node as a tool, read-only, by order number
Tool: Returns policyReads the policy text from a Google Doc
Tool: Hand overPosts the conversation to #support in Slack
3Error branchError Trigger to Slack: tells you when a run fails

How the plugged-in nodes are wired in the file:

{
  "connections": {
    "Chat model": {
      "ai_languageModel": [
        [
          {
            "node": "Support agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Conversation memory": {
      "ai_memory": [
        [
          {
            "node": "Support agent",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "Look up order": {
      "ai_tool": [
        [
          {
            "node": "Support agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    }
  }
}

Describe your workflow and see it drawn. The preview takes about a minute and needs no signup.

Type what should happen, in plain words, or paste a workflow that is broken. Starter $39/mo · Pro $129/mo. Refund within 14 days if it misses.

Draw my workflow

When you should not use an agent

An agent chooses its own steps, which costs model usage on every run and makes it harder to predict. If the steps are always the same (form in, row out, message sent), a plain workflow with one AI step for the judgement is cheaper and easier to trust. The preview tells you which one your request needs, and draws that.

What you connect yourself

The file never contains keys. In your n8n you connect the chat model account and each app the agent uses; the setup guide lists them one by one. The model's usage is billed by that provider to you. On n8n Cloud each run of the workflow counts as one execution on your plan (Starter includes 2.5K a month at 20 euros a month billed annually, per n8n's pricing page on Nov 13, 2026).

Questions

Can the agent use my own documents?

Yes. Say where they live (Google Docs, Drive, Notion, a website) and the workflow reads them as a tool or loads them into a vector store, depending on size.

Which chat model does it use?

The one you ask for. If you do not say, the workflow is built so the model node can be swapped in one click, and the setup guide explains how.

Will the agent make things up?

It can, like any model. The prompt tells it to answer only from its tools and to hand over when unsure, and the structured output keeps what it returns in a fixed shape. Test it with the pinned data before it talks to customers.

Type what should happen, in plain words, or paste a workflow that is broken. Starter $39/mo · Pro $129/mo. Refund within 14 days if it misses.

Draw my workflow

More about n8n Workflows

Sources (checked 2026-11-13): docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-la · n8n.io/pricing/ · www.npmjs.com/package/n8n