GPT-4 Mini, Apify, LinkedIn를 사용하여 개인화된 콜드 이메일 오프닝을 생성

• •대상 API의 인증 정보가 필요할 수 있음
• •Google Sheets API 인증 정보
• •OpenAI API Key

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        "url": "=https://api.apify.com/v2/acts/{{ $json.apifyActorID }}/run-sync-get-dataset-items",
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        "options": {
          "redirect": {
            "redirect": {}
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          "parameters": [
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              "type": "string",
              "value": "={{ $('Loop Over Items').item.json.organization_state }}"
            }
          ]
        }
      },
      "typeVersion": 3.4
    },
    {
      "id": "330e4c8f-376d-4738-87ee-50877f64f162",
      "name": "스티커 노트",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -864,
        -304
      ],
      "parameters": {
        "width": 672,
        "height": 720,
        "content": "\n## Cold Email Icebreaker for Personalization\n\nThis workflow does the following tasks:\n\n1. Takes in your raw leads - You might get these leads from anywhere. For best case, get your leads from Apollo but scrape it using Apify Apollo scraper https://apify.com/microworlds/apollo-scraper\nDownload the CSV file from Apify Web UI, import it into a Google Sheet (connected to your n8n account). The \"Get Raw Un-enriched Leads\" node takes in these downloaded leads as input\n   \n2. \"hasEmail?\" checks if the leads have emails and returns those leads — you will only send cold emails to leads with email account\n\n3. For each lead, runs a loop and Calls Apify LinkedIn scraper - This returns valuable information about the lead\n\n4. Feed all the info to the OpenAI Agent to \"Generate Personalized Icebreaker\" for each lead. You will need to change the System prompt in this AI agent for your use case (i.e. your niche, your offer, and your niche's pain points).\n\n5. All the icebreakers and the subsequent related data are stored into a Google Sheet - You will use this Google Sheet to send cold email campaigns either manually or through whatever automated software you want to use.\n\n6. Update the original list, so that each time the workflow runs, only those leads that have not yet been enriched will be used to generate icebreaker and enrich them - This ensures you don't enrich the same lead over and over again, and that the workflow only generates personalized icebreakers of leads which haven't been touched yet.\n\nN.B. - You can see a working demo of this workflow in [this YouTube Link ](https://www.youtube.com/watch?v=Ah4Ynj-56sM)"
      },
      "typeVersion": 1
    },
    {
      "id": "3c4c4919-81c6-4ad5-a7dd-594271fd59c1",
      "name": "스티커 노트1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        160,
        -96
      ],
      "parameters": {
        "color": 3,
        "width": 560,
        "height": 400,
        "content": "## Pre-process raw leads\n- Connect your Google Sheet account with n8n.\n- Choose the file that contains your downloaded CSV raw lead.\n- Discard leads that do not have work email"
      },
      "typeVersion": 1
    },
    {
      "id": "7b97c7f6-4d1e-4cd3-a73e-3f9894e340d7",
      "name": "스티커 노트2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1120,
        -96
      ],
      "parameters": {
        "color": 2,
        "width": 672,
        "height": 400,
        "content": "## Get data from LinkedIn, and clean it.\nIn the \"Set Apify Tokens\" Node do the following: \n1. set the apifyAPIKey with your own Apify API key [(get it from here)](https://console.apify.com/settings/integrations),\n2. set the apifyActorID with the Apify Scraper ID of your choice. [This](https://console.apify.com/actors/2SyF0bVxmgGr8IVCZ) actor works best for scraping LinkedIn profile\n\n"
      },
      "typeVersion": 1
    },
    {
      "id": "2651f7b6-fd1f-41cd-bb78-68046d3a8bab",
      "name": "원시 비강화 리드 가져오기",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
        256,
        80
      ],
      "parameters": {
        "options": {},
        "filtersUI": {
          "values": [
            {
              "lookupValue": "un-enriched",
              "lookupColumn": "status"
            }
          ]
        },
        "sheetName": {
          "__rl": true,
          "mode": "list",
          "value": 206882063,
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1kJq_R41U_PkQlIhi7D1LTAhWP-RO0hSRjUNf9C4AHUw/edit#gid=206882063",
          "cachedResultName": "100 Leads"
        },
        "documentId": {
          "__rl": true,
          "mode": "list",
          "value": "1kJq_R41U_PkQlIhi7D1LTAhWP-RO0hSRjUNf9C4AHUw",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1kJq_R41U_PkQlIhi7D1LTAhWP-RO0hSRjUNf9C4AHUw/edit?usp=drivesdk",
          "cachedResultName": "USA_Dental"
        }
      },
      "credentials": {
        "googleSheetsOAuth2Api": {
          "id": "ziNN7PjMJnH4Xalf",
          "name": "Google Sheets account"
        }
      },
      "typeVersion": 4.6
    },
    {
      "id": "1754f0ae-6be9-4a8a-9087-fa41824fd999",
      "name": "Apify 토큰 설정",
      "type": "n8n-nodes-base.set",
      "position": [
        1200,
        96
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "69e8dbff-d9f3-446a-9dbd-2d4f2829cf1e",
              "name": "apifyAPIKey",
              "type": "string",
              "value": ""
            },
            {
              "id": "ab06d038-d0f2-43c0-b17e-c38c80817aae",
              "name": "apifyActorID",
              "type": "string",
              "value": ""
            }
          ]
        }
      },
      "typeVersion": 3.4
    },
    {
      "id": "93c3718a-df70-4dc2-ad86-5db621f0984c",
      "name": "스티커 노트3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1840,
        -96
      ],
      "parameters": {
        "color": 2,
        "width": 672,
        "height": 400,
        "content": "## Generate personalized icebreaker\n- Cleans content to feed into AI agent\n- The AI agent goes through the scraped data and writes hyper-personalized icebreaker for cold email\n- Change the system prompt in the AI agent node to fit your use case.\n- OpenAI GPT 4.1 mini works best without breaking your bank.\n\n"
      },
      "typeVersion": 1
    },
    {
      "id": "713a09f1-b3a2-42fa-9bfd-8dd11ca4a01b",
      "name": "스티커 노트4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1840,
        448
      ],
      "parameters": {
        "color": 2,
        "width": 672,
        "height": 400,
        "content": "## Append & Update Google Sheet\n- The \"Append Enriched Icebreaker\" node appends the icebreaker along with the respective lead info into a new Google Sheet.\n- The \"Update Un-enriched List\" node updates the original Google Sheet to mark the processed lead as \"enriched\" from \"un-enriched\""
      },
      "typeVersion": 1
    }
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