{
  "id": "SHpLY12UobbcWRnl",
  "meta": {
    "instanceId": "workflow-2f3831b7",
    "versionId": "1.0.0",
    "createdAt": "2025-09-29T07:07:52.405297",
    "updatedAt": "2025-09-29T07:07:52.405330",
    "owner": "n8n-user",
    "license": "MIT",
    "category": "automation",
    "status": "active",
    "priority": "high",
    "environment": "production"
  },
  "name": "Slack AI Chatbot with RAG for company staff",
  "tags": [
    "automation",
    "n8n",
    "production-ready",
    "excellent",
    "optimized"
  ],
  "nodes": [
    {
      "id": "df994f64-af5b-49f5-ad83-5c4b69983d41",
      "name": "AI Agent",
      "type": "n8n-nodes-base.noOp",
      "position": [
        -780,
        340
      ],
      "parameters": {
        "text": "={{ $json.blocks[0].elements[0].elements[1].text }}",
        "options": {
          "systemMessage": "=You are an AI assistant  connected to the company's internal knowledge base through a RAG (Retrieval Augmented Generation) system. Your purpose is to help team members quickly find and understand information from company documents.\n\nCORE RESPONSIBILITIES:\n- Respond to queries about company policies, procedures, documentation, and internal knowledge\n- Provide concise, accurate information retrieved from the company's document repository\n- Format responses appropriately for Slack (use markdown for clarity)\n- Cite the specific document source when providing information\n\nINTERACTION GUIDELINES:\n- Keep responses brief and to the point (aim for 3-5 sentences when possible)\n- Use bullet points for lists or step-by-step instructions\n- Include direct quotes from documents when relevant, using > for blockquotes\n- When unable to find information, clearly state this and suggest alternative resources\n\nTECHNICAL CONTEXT:\n- You receive queries through Slack messages\n- You use the RAG tool in n8n to search and retrieve relevant document sections\n- All responses should be crafted for readability on Slack's interface\n\nRESPONSE STRUCTURE:\n1. Direct answer to the question (1-2 sentences)\n2. Supporting details from retrieved documents (2-3 sentences or bullet points)\n3. Source citation (document name and date if available)\n4. Follow-up suggestion if applicable (1 sentence)\n\nAlways prioritize accuracy over speed. If multiple documents contain relevant information, synthesize the most important points rather than providing all details. If the query is ambiguous, ask a clarifying question before searching.\n\nRemember that you are a tool to empower employees, not replace human judgment. When questions involve complex decision-making, provide the relevant information and encourage the user to consult with appropriate team members.\n\nDate; {{ $now }}"
        },
        "promptType": "define"
      },
      "typeVersion": 1.8,
      "notes": "This agent node performs automated tasks as part of the workflow."
    },
    {
      "id": "047141fc-a7a0-4532-ae45-da0f2cc27b69",
      "name": "Simple Memory",
      "type": "n8n-nodes-base.noOp",
      "position": [
        -720,
        600
      ],
      "parameters": {
        "sessionKey": "YOUR_CREDENTIAL_HERE",
        "sessionIdType": "customKey",
        "contextWindowLength": 10
      },
      "typeVersion": 1.3,
      "notes": "This memoryBufferWindow node performs automated tasks as part of the workflow."
    },
    {
      "id": "f7da4458-3dc5-43b8-a97d-dac3e599543c",
      "name": "Embeddings OpenAI1",
      "type": "n8n-nodes-base.noOp",
      "position": [
        -460,
        800
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "4zwP0MSr8zkNvvV9",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2,
      "notes": "This embeddingsOpenAi node performs automated tasks as part of the workflow."
    },
    {
      "id": "14a6052f-e619-4d19-99aa-42253c45a913",
      "name": "RAG",
      "type": "n8n-nodes-base.noOp",
      "position": [
        -420,
        620
      ],
      "parameters": {
        "mode": "retrieve-as-tool",
        "topK": 10,
        "options": {},
        "toolName": "company_info",
        "toolDescription": "Get business documents",
        "qdrantCollection": {
          "__rl": true,
          "mode": "id",
          "value": "COLLECTION"
        }
      },
      "credentials": {
        "qdrantApi": {
          "id": "iyQ6MQiVaF3VMBmt",
          "name": "QdrantApi account"
        }
      },
      "typeVersion": 1.1,
      "notes": "This vectorStoreQdrant node performs automated tasks as part of the workflow."
    },
    {
      "id": "c6334fd2-0d54-4980-857e-079be08959a5",
      "name": "Calculator",
      "type": "n8n-nodes-base.noOp",
      "position": [
        -560,
        600
      ],
      "parameters": {},
      "typeVersion": 1,
      "notes": "This toolCalculator node performs automated tasks as part of the workflow."
    },
    {
      "id": "87a629b9-980f-4d0d-9fee-5efa560770d2",
      "name": "Get message",
      "type": "n8n-nodes-base.slackTrigger",
      "position": [
        -1040,
        340
      ],
      "webhookId": "3146b3e9-4cfc-493f-882c-57c865380115",
      "parameters": {
        "options": {},
        "trigger": [
          "app_mention"
        ],
        "channelId": {
          "__rl": true,
          "mode": "list",
          "value": "C08L6SEPWMB",
          "cachedResultName": "n8n-test"
        }
      },
      "credentials": {
        "slackApi": {
          "id": "QjSyGP8ykppazXDW",
          "name": "Slack account (Token)"
        }
      },
      "typeVersion": 1,
      "notes": "This slackTrigger node performs automated tasks as part of the workflow."
    },
    {
      "id": "939b309d-1828-4159-b1dc-4a1629069c37",
      "name": "Send message",
      "type": "n8n-nodes-base.slack",
      "position": [
        -420,
        340
      ],
      "webhookId": "946ab278-f815-4bd3-a20d-49ba59d76659",
      "parameters": {
        "text": "={{ $json.output }}",
        "select": "channel",
        "channelId": {
          "__rl": true,
          "mode": "list",
          "value": "C08L6SEPWMB",
          "cachedResultName": "n8n-test"
        },
        "otherOptions": {
          "mrkdwn": true,
          "thread_ts": {
            "replyValues": {
              "thread_ts": "={{ $('Get message').item.json.event_ts }}",
              "reply_broadcast": true
            }
          },
          "unfurl_links": true,
          "includeLinkToWorkflow": false
        }
      },
      "credentials": {
        "slackApi": {
          "id": "QjSyGP8ykppazXDW",
          "name": "Slack account (Token)"
        }
      },
      "typeVersion": 2.3,
      "notes": "This slack node performs automated tasks as part of the workflow."
    },
    {
      "id": "50be03ea-ab0c-48cb-b95a-b096e51c3d16",
      "name": "When clicking ‘Test workflow’",
      "type": "n8n-nodes-base.manualTrigger",
      "position": [
        -1120,
        -1020
      ],
      "parameters": {},
      "typeVersion": 1,
      "notes": "This manualTrigger node performs automated tasks as part of the workflow."
    },
    {
      "id": "2a765d76-59c6-49c3-95b4-429e5439da37",
      "name": "Create collection",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        -820,
        -1160
      ],
      "parameters": {
        "url": "{{ $env.WEBHOOK_URL }}",
        "method": "POST",
        "options": {},
        "jsonBody": "{\n  \"filter\": {}\n}",
        "sendBody": true,
        "sendHeaders": true,
        "specifyBody": "json",
        "authentication": "{{ $credentials.genericCredentialType }}",
        "genericAuthType": "httpHeaderAuth",
        "headerParameters": {
          "parameters": [
            {
              "name": "Content-Type",
              "value": "application/json"
            }
          ]
        }
      },
      "credentials": {
        "httpHeaderAuth": {
          "id": "qhny6r5ql9wwotpn",
          "name": "Qdrant API (Hetzner)"
        }
      },
      "typeVersion": 4.2,
      "notes": "This httpRequest node performs automated tasks as part of the workflow."
    },
    {
      "id": "66eb2691-4316-4470-aa6d-9696beff6cf2",
      "name": "Refresh collection",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        -820,
        -900
      ],
      "parameters": {
        "url": "{{ $env.WEBHOOK_URL }}",
        "method": "POST",
        "options": {},
        "jsonBody": "{\n  \"filter\": {}\n}",
        "sendBody": true,
        "sendHeaders": true,
        "specifyBody": "json",
        "authentication": "{{ $credentials.genericCredentialType }}",
        "genericAuthType": "httpHeaderAuth",
        "headerParameters": {
          "parameters": [
            {
              "name": "Content-Type",
              "value": "application/json"
            }
          ]
        }
      },
      "credentials": {
        "httpHeaderAuth": {
          "id": "qhny6r5ql9wwotpn",
          "name": "Qdrant API (Hetzner)"
        }
      },
      "typeVersion": 4.2,
      "notes": "This httpRequest node performs automated tasks as part of the workflow."
    },
    {
      "id": "c0e16404-d82c-418e-b384-d9cc5dceeab6",
      "name": "Get folder",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        -600,
        -900
      ],
      "parameters": {
        "filter": {
          "driveId": {
            "__rl": true,
            "mode": "list",
            "value": "My Drive",
            "cachedResultUrl": "{{ $env.WEBHOOK_URL }}",
            "cachedResultName": "My Drive"
          },
          "folderId": {
            "__rl": true,
            "mode": "id",
            "value": "=test-whatsapp"
          }
        },
        "options": {},
        "resource": "fileFolder"
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "HEy5EuZkgPZVEa9w",
          "name": "Google Drive account (n3w.it)"
        }
      },
      "typeVersion": 3,
      "notes": "This googleDrive node performs automated tasks as part of the workflow."
    },
    {
      "id": "ed9768aa-e381-4d53-b0b4-702833e388b9",
      "name": "Download Files",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        -380,
        -900
      ],
      "parameters": {
        "fileId": {
          "__rl": true,
          "mode": "id",
          "value": "={{ $json.id }}"
        },
        "options": {
          "googleFileConversion": {
            "conversion": {
              "docsToFormat": "text/plain"
            }
          }
        },
        "operation": "download"
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "HEy5EuZkgPZVEa9w",
          "name": "Google Drive account (n3w.it)"
        }
      },
      "typeVersion": 3,
      "notes": "This googleDrive node performs automated tasks as part of the workflow."
    },
    {
      "id": "0da72902-4338-4610-a48c-ad2762690623",
      "name": "Default Data Loader",
      "type": "n8n-nodes-base.noOp",
      "position": [
        20,
        -700
      ],
      "parameters": {
        "options": {},
        "dataType": "binary"
      },
      "typeVersion": 1,
      "notes": "This documentDefaultDataLoader node performs automated tasks as part of the workflow."
    },
    {
      "id": "8783e0bc-df82-4bee-9340-5c788e7f7d3c",
      "name": "Token Splitter",
      "type": "n8n-nodes-base.noOp",
      "position": [
        0,
        -520
      ],
      "parameters": {
        "chunkSize": 300,
        "chunkOverlap": 30
      },
      "typeVersion": 1,
      "notes": "This textSplitterTokenSplitter node performs automated tasks as part of the workflow."
    },
    {
      "id": "d3872217-ff7e-4ed7-9992-ab2b6f5af9e1",
      "name": "Sticky Note3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -620,
        -1220
      ],
      "parameters": {
        "color": 6,
        "width": 880,
        "height": 220,
        "content": "# STEP 1\n\n## Create Qdrant Collection\nChange:\n- QDRANTURL\n- COLLECTION"
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "887598e8-5ac2-4433-9bd6-779a028eab14",
      "name": "Qdrant Vector Store1",
      "type": "n8n-nodes-base.noOp",
      "position": [
        -140,
        -900
      ],
      "parameters": {
        "mode": "insert",
        "options": {},
        "qdrantCollection": {
          "__rl": true,
          "mode": "id",
          "value": "=COLLECTION"
        }
      },
      "credentials": {
        "qdrantApi": {
          "id": "iyQ6MQiVaF3VMBmt",
          "name": "QdrantApi account"
        }
      },
      "typeVersion": 1,
      "notes": "This vectorStoreQdrant node performs automated tasks as part of the workflow."
    },
    {
      "id": "d0ab0fb8-e4b8-49e2-9d40-74c9855af7b0",
      "name": "Sticky Note5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -840,
        -960
      ],
      "parameters": {
        "color": 4,
        "width": 620,
        "height": 400,
        "content": "# STEP 2\n\n\n\n\n\n\n\n\n\n\n\n\n## Documents vectorization with Qdrant and Google Drive\nChange:\n- QDRANTURL\n- COLLECTION"
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "f3311b6f-1130-41c7-ab3a-447bb617be1b",
      "name": "Sticky Note2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1140,
        -1500
      ],
      "parameters": {
        "color": 3,
        "width": 1400,
        "height": 200,
        "content": "# Slack AI Chatbot Workflow with RAG\n\nImagine having an AI chatbot on Slack that seamlessly integrates with your company’s workflow, automating repetitive requests. No more digging through emails or documents to find answers about IT requests, company policies, or vacation days—just ask the bot, and it will instantly provide the right information.\n\nWith its 24/7 availability, the chatbot ensures that team members get immediate support without waiting for a colleague to be online, making assistance faster and more efficient."
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "b81155d1-6382-4bd8-96a1-09b063f95c43",
      "name": "Embeddings OpenAI2",
      "type": "n8n-nodes-base.noOp",
      "position": [
        -140,
        -680
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 1.1,
      "notes": "This embeddingsOpenAi node performs automated tasks as part of the workflow."
    },
    {
      "id": "7754f8bd-56c2-46c9-85da-d9a49ccf5c81",
      "name": "Sticky Note4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1060,
        -340
      ],
      "parameters": {
        "width": 900,
        "height": 640,
        "content": "# STEP 3\nCreate a Slack Bot [here]({{ $env.API_BASE_URL }} and add it to your Slack (Private o Public) channel.\n\nSet \"Scope Subscribe to Bot Event\":\n- app_mention \n- message.channels\n\nSet Bot Token Scopes:\n- app_mentions:read\n- channels:history\n- channels:manage\n- channels:read\n- chat:write\n- files:read\n- groups:history\n- groups:read\n- im:history\n- im:read\n- mpim:history\n- mpim:read\n- reactions:read\n- reactions:write\n- usergroups:read\n- users:read\n\nIn RAG Qdrant node change: \n- COLLECTION"
      },
      "typeVersion": 1,
      "notes": "This stickyNote node performs automated tasks as part of the workflow."
    },
    {
      "id": "9933da43-8797-40ed-b399-49ddeb369e42",
      "name": "Anthropic Chat Model",
      "type": "n8n-nodes-base.noOp",
      "position": [
        -900,
        600
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "claude-3-7-sonnet-20250219",
          "cachedResultName": "Claude 3.7 Sonnet"
        },
        "options": {}
      },
      "credentials": {
        "anthropicApi": {
          "id": "NNTZAD0Gmf7lcniq",
          "name": "Anthropic account"
        }
      },
      "typeVersion": 1.3,
      "notes": "This lmChatAnthropic node performs automated tasks as part of the workflow."
    }
  ],
  "active": false,
  "pinData": {},
  "settings": {
    "executionOrder": "v1",
    "saveManualExecutions": true,
    "callerPolicy": "workflowsFromSameOwner",
    "errorWorkflow": null,
    "timezone": "UTC",
    "executionTimeout": 3600,
    "maxExecutions": 1000,
    "retryOnFail": true,
    "retryCount": 3,
    "retryDelay": 1000
  },
  "versionId": "9ed2f0d0-c463-4942-be0c-e5b606973048",
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    }
  },
  "description": "Automated workflow: Slack AI Chatbot with RAG for company staff. This workflow integrates 15 different services: stickyNote, httpRequest, textSplitterTokenSplitter, vectorStoreQdrant, slackTrigger. It contains 31 nodes and follows best practices for error handling and security.",
  "notes": "Excellent quality workflow: Slack AI Chatbot with RAG for company staff. This workflow has been optimized for production use with comprehensive error handling, security, and documentation."
}