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    "createdAt": "2025-07-15T08:58:25.553Z",
    "description": "This advanced n8n automation template empowers your Slack bot to act as an intelligent assistant: when a user asks a question or requests a suggestion (by mentioning the bot), it automatically retrieves the user’s historical data and previous interactions from both Google Sheets and Pinecone. Using GPT-4o, the bot analyzes past updates, status reports, and context to generate a personalized, context-aware response—directly in Slack.\nPerfect for teams seeking instant, data-driven support, this workflow transforms your Slack bot into a smart knowledge assistant that references your own organizational history to provide relevant answers and suggestions.\n\n**What This Template Does (Step-by-Step)**\n\n**Slack Bot Mention Trigger**\n- Listens for message or app_mention events where a user asks a question or requests a suggestion.\n- Captures the message body and user ID.\n\n**User Profile & Data Fetch**\n\n- Uses the Slack API to retrieve the user’s profile.\n- Queries Google Sheets and Pinecone to collect the user’s historical updates and interactions.\n\n**Contextual AI Lookup**\n- GPT-4o reviews the user’s past status reports, messages, and activity.\n- Synthesizes a contextually relevant answer or suggestion based on prior data.\n\n**Personalized Response Generation**\n\n- The bot replies in Slack with a tailored answer, referencing the user’s previous updates and current context.\n\n**Auto-Fix & Schema Validation**\n- Ensures the generated response is well-structured and matches your organization’s data schema.\n\n**Document Update (Optional)**\n- Optionally logs the new interaction or suggestion back to Pinecone for future reference.\n\n**Required Integrations**\n- Slack Bot with channels:history, app_mentions:read, and users.profile:read\n- Google Sheets OAuth2 (for lead or user status records)\n- Pinecone Vector Store (for storing user status documents)\n- Azure OpenAI or OpenAI GPT-4o (for document generation and merging)\n- Cohere API (optional) for reranking relevance in vector search\n\n**Ideal For**\n- Remote teams running async daily standups\n- People ops tracking onboarding or churn signals\n- Founders building internal GPT-powered tools\n- Managers consolidating Slack-based updates across teams\n- Teams wanting a Slack bot that provides personalized answers and suggestions based on past activity\n- Managers and team members seeking quick, AI-powered support and insights from their own work history\n- Organizations aiming to leverage internal data for smarter, context-aware assistance in Slack\n",
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                  "icon": "👥",
                  "label": "How to get started with CRM automation (with 3 no-code workflow ideas"
                },
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                  "icon": "⚡️",
                  "label": "5 tasks you can automate with the new Notion API "
                },
                {
                  "url": "https://n8n.io/blog/build-your-own-virtual-assistant-with-n8n-a-step-by-step-guide/",
                  "icon": "👦",
                  "label": "Build your own virtual assistant with n8n: A step by step guide"
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                  "label": "How to automatically give kudos to contributors with GitHub, Slack, and n8n"
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                {
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                  "icon": "✨",
                  "label": "How Common Knowledge use workflow automation for activism"
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              ],
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              "HITL"
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        },
        "group": "[\"output\"]",
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        "iconData": {
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            "name": "HITL"
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      },
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        "icon": "fa:sticky-note",
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              "Notes",
              "Sticky"
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        "group": "[\"input\"]",
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        "icon": "fa:robot",
        "name": "@n8n/n8n-nodes-langchain.agent",
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              "Chat",
              "Conversational",
              "Plan and Execute",
              "ReAct",
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                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent/"
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              "Langchain"
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            "subcategories": {
              "AI": [
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                "Root Nodes"
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            }
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        "group": "[\"transform\"]",
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          "color": "#404040"
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            "name": "AI"
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            "name": "AI"
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            "name": "Langchain"
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              "Vector Stores": [
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            "name": "Langchain"
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        "icon": "file:azure.svg",
        "name": "@n8n/n8n-nodes-langchain.embeddingsAzureOpenAi",
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            "subcategories": {
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        "group": "[\"transform\"]",
        "defaults": {
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        "displayName": "Embeddings Azure OpenAI",
        "typeVersion": 1,
        "nodeCategories": [
          {
            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
      {
        "id": 1253,
        "icon": "file:azure.svg",
        "name": "@n8n/n8n-nodes-langchain.lmChatAzureOpenAi",
        "codex": {
          "data": {
            "resources": {
              "primaryDocumentation": [
                {
                  "url": "https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.lmchatazureopenai/"
                }
              ]
            },
            "categories": [
              "AI",
              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Language Models",
                "Root Nodes"
              ],
              "Language Models": [
                "Chat Models (Recommended)"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
          "name": "Azure OpenAI Chat Model"
        },
        "iconData": {
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        "displayName": "Azure OpenAI Chat Model",
        "typeVersion": 1,
        "nodeCategories": [
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            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      },
      {
        "id": 1264,
        "icon": "file:slack.svg",
        "name": "n8n-nodes-base.slackTrigger",
        "codex": {
          "data": {
            "resources": {
              "primaryDocumentation": [
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                  "url": "https://docs.n8n.io/integrations/builtin/trigger-nodes/n8n-nodes-base.slacktrigger/"
                }
              ],
              "credentialDocumentation": [
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                  "url": "https://docs.n8n.io/integrations/builtin/credentials/slack/"
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              ]
            },
            "categories": [
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            ],
            "nodeVersion": "1.0",
            "codexVersion": "1.0"
          }
        },
        "group": "[\"trigger\"]",
        "defaults": {
          "name": "Slack Trigger"
        },
        "iconData": {
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        "displayName": "Slack Trigger",
        "typeVersion": 1,
        "nodeCategories": [
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            "id": 6,
            "name": "Communication"
          }
        ]
      },
      {
        "id": 1305,
        "icon": "file:cohere.svg",
        "name": "@n8n/n8n-nodes-langchain.rerankerCohere",
        "codex": {
          "data": {
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                }
              ]
            },
            "categories": [
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              "Langchain"
            ],
            "subcategories": {
              "AI": [
                "Rerankers"
              ]
            }
          }
        },
        "group": "[\"transform\"]",
        "defaults": {
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        },
        "iconData": {
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        "displayName": "Reranker Cohere",
        "typeVersion": 1,
        "nodeCategories": [
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            "id": 25,
            "name": "AI"
          },
          {
            "id": 26,
            "name": "Langchain"
          }
        ]
      }
    ],
    "categories": [
      {
        "id": 42,
        "name": "Internal Wiki"
      },
      {
        "id": 48,
        "name": "AI RAG"
      }
    ],
    "image": []
  }
}