OpenAI、Firecrawl、gotoHumanを使用したリード分析とパーソナライズメールの自動生成

上級

これはMiscellaneous, Multimodal AI分野の自動化ワークフローで、22個のノードを含みます。主にIf, Code, Gmail, GoogleDocsTool, Agentなどのノードを使用。 OpenAI、Firecrawl、gotoHumanを使用したリード分析とパーソナライズされたメール生成

前提条件
  • Googleアカウント + Gmail API認証情報
  • ターゲットAPIの認証情報が必要な場合あり
  • OpenAI API Key
ワークフロープレビュー
ノード接続関係を可視化、ズームとパンをサポート
ワークフローをエクスポート
以下のJSON設定をn8nにインポートして、このワークフローを使用できます
{
  "meta": {
    "instanceId": "8267d3569bda2c6f198d17726ec68a346675a4cca67a114822601a01c8893f9b"
  },
  "nodes": [
    {
      "id": "765f12b4-f9cd-4824-a0e2-6236b730fa49",
      "name": "Typeformトリガー",
      "type": "n8n-nodes-base.typeformTrigger",
      "position": [
        -1024,
        -448
      ],
      "webhookId": "540469cf-baae-48c0-af23-aaca1b30ee66",
      "parameters": {
        "formId": "tcNgdBxH"
      },
      "credentials": {},
      "typeVersion": 1.1
    },
    {
      "id": "718dcac5-5244-4b89-829a-fe155a40922c",
      "name": "ドメイン抽出",
      "type": "n8n-nodes-base.code",
      "position": [
        -816,
        -448
      ],
      "parameters": {
        "mode": "runOnceForEachItem",
        "jsCode": "// Extract domain from email and convert to website URL\nconst email = $input.item.json['Work Email']; // Adjust this path based on your input data structure\n\n// Extract domain from email (part after @)\nconst domain = email.split('@')[1];\n\n// Convert to website URL (assuming https)\nconst websiteUrl = `https://${domain}`;\n\n$input.item.json.domain = domain\n$input.item.json.websiteUrl = websiteUrl\n\n// Return the result\nreturn $input.item;"
      },
      "typeVersion": 2
    },
    {
      "id": "2a4a1c0f-82cd-4855-a781-191e3d66efa5",
      "name": "個人メールアドレスのフラグ付け",
      "type": "n8n-nodes-base.code",
      "position": [
        -608,
        -448
      ],
      "parameters": {
        "mode": "runOnceForEachItem",
        "jsCode": "// Flag items based on common email providers\nconst commonProviders = [\n  'gmail', 'yahoo', 'ymail', 'rocketmail',\n  'outlook', 'hotmail', 'live', 'msn',\n  'icloud', 'me', 'mac', 'aol',\n  'zoho', 'protonmail', 'mail', 'gmx'\n];\n\n// Get the domain from the input\nconst domain = $input.item.json.domain;\n\n// Extract the main domain part (remove .com, .net, etc.)\nconst domainParts = domain.split('.');\nconst mainDomain = domainParts[0].toLowerCase();\n\n// Check if it's a common provider\nconst isCommonProvider = commonProviders.includes(mainDomain);\n\n$input.item.json.isPersonalEmail = isCommonProvider;\n\nreturn $input.item;"
      },
      "typeVersion": 2
    },
    {
      "id": "9383f89d-befe-4a0e-b645-85bc97d4c6a3",
      "name": "個人メールですか?",
      "type": "n8n-nodes-base.if",
      "position": [
        -400,
        -448
      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "version": 2,
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "and",
          "conditions": [
            {
              "id": "d7f56829-f0e9-4271-b981-0800d8faad1e",
              "operator": {
                "type": "boolean",
                "operation": "true",
                "singleValue": true
              },
              "leftValue": "={{ $json.isPersonalEmail }}",
              "rightValue": ""
            }
          ]
        }
      },
      "typeVersion": 2.2
    },
    {
      "id": "a5a9eea3-a479-4783-b663-b0ae2ed4363f",
      "name": "ウェブサイトのスクレイピング",
      "type": "@mendable/n8n-nodes-firecrawl.firecrawl",
      "position": [
        -992,
        -32
      ],
      "parameters": {
        "url": "={{ $json.websiteUrl }}",
        "operation": "scrape",
        "requestOptions": {}
      },
      "credentials": {},
      "typeVersion": 1
    },
    {
      "id": "90494bf7-7ca2-476c-a403-dcc21a9d9da6",
      "name": "AIセールスエージェント",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        -816,
        432
      ],
      "parameters": {
        "text": "=We have a new inbound lead as someone left their email address on our landing page. We already scraped their website, find it below, and I now need you to analyze this prospect and help me write an initial outreach email.\n\nFetch our own company description as well as our ICP description with the given tools to make a proper lead assessment, reason about why they might be interested in our offering, what would be a good unique angle/hook to reach out, and write an accurate personalized outreach email.\nUse Github-flavored-markdown for interest, ICP and personalization reasoning.\nThe email draft needs to be in plain text though!\nAlso fetch previous positive examples to use as a reference of what is a good analysis and email draft.\n\n<Lead Info>\nEmail: {{ $('Is Personal Email?').item.json['Work Email'] }}\nCompany: {{ $('Is Personal Email?').item.json.Company }}\nWebsite: {{ $('Is Personal Email?').item.json.websiteUrl }}\n</Lead Info>\n\n<Website Summary>\n{{ $json.message.content }}\n</Website Summary>\n\nToday is  {{ $today }}.",
        "options": {},
        "promptType": "define",
        "hasOutputParser": true
      },
      "typeVersion": 2.2
    },
    {
      "id": "246927ff-c4bf-4262-bde5-633c5ac58094",
      "name": "OpenAI Chat Model",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        -992,
        656
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
        },
        "options": {}
      },
      "credentials": {},
      "typeVersion": 1.2
    },
    {
      "id": "c165c375-74ec-4537-a525-97e9d78ae00d",
      "name": "構造化出力パーサー",
      "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
      "position": [
        -432,
        656
      ],
      "parameters": {
        "schemaType": "manual",
        "inputSchema": "{\n\t\"type\": \"object\",\n    \"required\": [\n      \"industry\",\n      \"reasoningForInterestInOurProduct_markdown\",\n      \"reasoningIfIdealCustomerProfile_markdown\",\n      \"personalizationHook_markdown\",\n      \"companyBudgetAssessment\",\n      \"priorityRating\",\n      \"emailDraftSubject\",\n      \"emailDraftBodyPlainText\"\n    ],\n\t\"properties\": {\n        \"industry\": {\n\t\t\t\"type\": \"string\"\n\t\t},\n        \"reasoningForInterestInOurProduct_markdown\": {\n\t\t\t\"type\": \"string\"\n\t\t},\n        \"reasoningIfIdealCustomerProfile_markdown\": {\n\t\t\t\"type\": \"string\"\n\t\t},\n\t\t\"reasoningPersonalizationHook_markdown\": {\n\t\t\t\"type\": \"string\"\n\t\t},\n\t\t\"companyBudgetAssessment\": {\n\t\t\t\"enum\": [\"high\", \"medium\", \"low\"]\n\t\t},\n\t\t\"priorityRating\": {\n\t\t\t\"type\": \"integer\",\n            \"minimum\": 0,\n            \"maximum\": 10\n\t\t},\n\t\t\"emailDraftSubject\": {\n\t\t\t\"type\": \"string\"\n\t\t},\n\t\t\"emailDraftBodyPlainText\": {\n\t\t\t\"type\": \"string\"\n\t\t}\n\t}\n}"
      },
      "typeVersion": 1.3
    },
    {
      "id": "e57e25f5-3a90-45c0-8dc9-6e1a31f8537c",
      "name": "自社プロフィール取得",
      "type": "n8n-nodes-base.googleDocsTool",
      "position": [
        -848,
        656
      ],
      "parameters": {
        "operation": "get",
        "documentURL": ""
      },
      "credentials": {},
      "typeVersion": 2
    },
    {
      "id": "952dec83-6929-452c-b6ef-2c623b776a88",
      "name": "自社ICP説明取得",
      "type": "n8n-nodes-base.googleDocsTool",
      "position": [
        -720,
        656
      ],
      "parameters": {
        "operation": "get",
        "documentURL": ""
      },
      "credentials": {},
      "typeVersion": 2
    },
    {
      "id": "01b6354c-c7c6-4bba-83d5-b97d96a28e15",
      "name": "承認済み履歴取得",
      "type": "n8n-nodes-base.httpRequestTool",
      "position": [
        -576,
        656
      ],
      "parameters": {
        "url": "https://api.gotohuman.com/queryResponses",
        "options": {},
        "sendQuery": true,
        "authentication": "predefinedCredentialType",
        "queryParameters": {
          "parameters": [
            {
              "name": "formId",
              "value": ""
            },
            {
              "name": "fieldIds",
              "value": "companySummary,reasoningInterest,reasoningIcp,personalizationHook,budget,priorityRating,emailToSendSubject,emailToSendBody"
            },
            {
              "name": "approvedValuesOnly",
              "value": "true"
            }
          ]
        },
        "toolDescription": "Fetches positive human-approved examples from past runs to use as orientation for your own reasoning and generating the output.",
        "nodeCredentialType": "gotoHumanApi"
      },
      "credentials": {},
      "typeVersion": 4.2
    },
    {
      "id": "ffb75d90-cff6-4db8-b9fb-6ff162e8edd2",
      "name": "ウェブサイト要約",
      "type": "@n8n/n8n-nodes-langchain.openAi",
      "position": [
        -784,
        -32
      ],
      "parameters": {
        "modelId": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini",
          "cachedResultName": "GPT-4.1-MINI"
        },
        "options": {},
        "messages": {
          "values": [
            {
              "content": "=We scraped a website. Please summarize the content in markdown (gfm) in 2-3 paragraphs highlighting their industry, positioning, service or product offerings and any hints on recent activities and strategic moves.\n\n<ScrapingResult>\n{{ $json.data.markdown }}\n</ScrapingResult>"
            }
          ]
        }
      },
      "credentials": {},
      "typeVersion": 1.8
    },
    {
      "id": "0373be96-43e3-419b-9d7d-31360be25113",
      "name": "人間の承認待ち",
      "type": "@gotohuman/n8n-nodes-gotohuman.gotoHuman",
      "position": [
        272,
        496
      ],
      "webhookId": "7b2542b6-2ae7-489c-bcfd-83c07f480ec5",
      "parameters": {
        "fields": {
          "value": {
            "budget": "={{\n{\ndefault: $json.output.companyBudgetAssessment\n}\n}}",
            "industry": "={{ $json.output.industry }}",
            "leadEmail": "={{ $('Flag personal email addresses').item.json['Work Email'] }}",
            "leadCompany": "={{ $('Flag personal email addresses').item.json.Company }}",
            "reasoningIcp": "={{ $json.output.reasoningIfIdealCustomerProfile_markdown }}",
            "websiteLinks": "={{\n[\n{\n\"url\": $('Flag personal email addresses').item.json.websiteUrl\n}\n]\n}}",
            "companySummary": "={{ $('Summarize website').item.json.message.content }}",
            "priorityRating": "={{ $json.output.priorityRating }}",
            "emailToSendBody": "={{ $json.output.emailDraftBodyPlainText }}",
            "reasoningInterest": "={{ $json.output.reasoningForInterestInOurProduct_markdown }}",
            "emailToSendSubject": "={{ $json.output.emailDraftSubject }}",
            "personalizationHook": "={{ $json.output.reasoningPersonalizationHook_markdown }}"
          },
          "schema": [
            {
              "id": "leadEmail",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "leadEmail (textShort)",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "leadCompany",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "leadCompany (textShort)",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "websiteLinks",
              "type": "array",
              "display": true,
              "required": false,
              "displayName": "websiteLinks (urlLinks)",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "industry",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "industry (textShort)",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "companySummary",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "companySummary (text)",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "reasoningInterest",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "reasoningInterest (markdown)",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "reasoningIcp",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "reasoningIcp (markdown)",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "personalizationHook",
              "type": "string",
              "display": true,
              "required": false,
              "displayName": "personalizationHook (markdown)",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "budget",
              "type": "object",
              "display": true,
              "required": false,
              "displayName": "budget (buttonSelect)",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "priorityRating",
              "type": "number",
              "display": true,
              "required": false,
              "displayName": "priorityRating (rating)",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "emailToSendSubject",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "emailToSendSubject (textShort)",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            },
            {
              "id": "emailToSendBody",
              "type": "string",
              "display": true,
              "removed": false,
              "required": false,
              "displayName": "emailToSendBody (text)",
              "defaultMatch": false,
              "canBeUsedToMatch": true
            }
          ],
          "mappingMode": "defineBelow",
          "matchingColumns": [],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        },
        "additionalFields": {},
        "reviewTemplateID": {
          "__rl": true,
          "mode": "list"
        }
      },
      "credentials": {},
      "typeVersion": 1
    },
    {
      "id": "79fc41ac-2357-49f2-9fef-abc0dd995efc",
      "name": "メッセージ送信",
      "type": "n8n-nodes-base.gmail",
      "position": [
        1104,
        448
      ],
      "webhookId": "0c705542-8d7b-406a-9f88-24b859c6d4cd",
      "parameters": {
        "sendTo": "={{ $json.responseValues.leadEmail.value }}",
        "message": "={{ $json.responseValues.emailToSendBody.value }}",
        "options": {
          "appendAttribution": false
        },
        "subject": "={{ $json.responseValues.emailToSendSubject }}",
        "emailType": "text"
      },
      "credentials": {},
      "typeVersion": 2.1
    },
    {
      "id": "eacf795f-111e-4e09-9e27-cc87f08c38e4",
      "name": "承認済みですか?",
      "type": "n8n-nodes-base.if",
      "position": [
        880,
        448
      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "version": 2,
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "and",
          "conditions": [
            {
              "id": "4a2c31a4-ba0e-46de-a4b1-8f8488d841cd",
              "operator": {
                "name": "filter.operator.equals",
                "type": "string",
                "operation": "equals"
              },
              "leftValue": "={{ $json.response }}",
              "rightValue": "approved"
            }
          ]
        }
      },
      "typeVersion": 2.2
    },
    {
      "id": "12907535-d4bd-427f-9e3b-aba347c95d8f",
      "name": "付箋",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1952,
        -704
      ],
      "parameters": {
        "width": 704,
        "height": 832,
        "content": "## 💼 Lead Outreach Agent\nThis AI workflow helps you quickly react to new leads with an initial personalized outreach. A great start of your lead nurturing sequence to avoid loosing precious leads that could turn into paying customers.\nMost importantly it uses **gotoHuman** so you can review the AI-analysis and the AI-generated editable email draft before it is sent out in your name.\n\n### How to set up\n\n1. **Most importantly, [install the gotoHuman node](https://docs.gotohuman.com/Integrations/n8n#add-the-node) before importing this template!**\n(Just add the node to a blank canvas before importing)\n2. Set up your credentials for the different services\n3. In gotoHuman, select and create the pre-built review template \"Lead Outreach Agent\" or import the ID: `T873fI1Xli5nt3eh33Rj`\n4. Select this template in the gotoHuman node\n\n## Requirements\n\nYou need accounts for\n- gotoHuman (Human Supervision)\n- OpenAI (AI Agent)\n- Typeform (Lead Form Submissions)\n- Firecrawl (Website Scraping)\n- Gmail\n- Google Docs (Company Wiki)\n\n## How to customize\n\n- Replace the Typeform trigger with any other way you might receive or find new leads\n- Provide the _AI Sales Agent_ with more context to properly analyze the lead and create better personalized emails. Consider adding tools that allow the agent to fetch more infos about the prospect's company or personal profile, or to find out more about your specific product/service offerings and how your sales pitches look like."
      },
      "typeVersion": 1
    },
    {
      "id": "cac04e35-b084-4737-b201-0baa711bd87e",
      "name": "付箋1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        32,
        -736
      ],
      "parameters": {
        "width": 560,
        "height": 1040,
        "content": "![pic1](https://cdn1.gotohuman.com/public%2Fn8n-templates%2Flead-outreach%2Freview1.jpg?alt=media)\n![pic1](https://cdn1.gotohuman.com/public%2Fn8n-templates%2Flead-outreach%2Freview2.jpg?alt=media)\n![pic1](https://cdn1.gotohuman.com/public%2Fn8n-templates%2Flead-outreach%2Freview3.jpg?alt=media)"
      },
      "typeVersion": 1
    },
    {
      "id": "d8d24fc1-ab4e-4f9f-a3b1-7dbd1ce0bac9",
      "name": "付箋2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1136,
        -576
      ],
      "parameters": {
        "color": 7,
        "width": 992,
        "height": 368,
        "content": "## Receive lead and check email\nWe receive a new form submission incl. the email address and company name of the prospect and extract the website URL from the address. We proceed only for company email addresses."
      },
      "typeVersion": 1
    },
    {
      "id": "7f8bbfae-cfd6-4f2f-977e-6c1758e31dbd",
      "name": "付箋3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1136,
        -176
      ],
      "parameters": {
        "color": 7,
        "width": 992,
        "height": 368,
        "content": "## Scrape and Summarize Company Website\nWe scrape the website using Firecrawl and summarize it with OpenAI"
      },
      "typeVersion": 1
    },
    {
      "id": "72c21482-fe16-42b5-be80-fdca47f14c48",
      "name": "付箋4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1136,
        240
      ],
      "parameters": {
        "color": 7,
        "width": 992,
        "height": 640,
        "content": "## AI Analysis and Outreach Drafting\nOur AI agent runs an analysis based on the lead information and documents describing our own company and the defined Ideal Customer Profiles.\nIt also fetches previously approved examples from **gotoHuman** so you're effectively creating a **self-learning** agent.\nIt responds with the analysis and the drafted outreach email."
      },
      "typeVersion": 1
    },
    {
      "id": "5d671365-1e9d-457a-b56f-b50c31165e22",
      "name": "付箋5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        144,
        368
      ],
      "parameters": {
        "color": 7,
        "width": 336,
        "height": 336,
        "content": "![gotoHuman Logo](https://cdn1.gotohuman.com/public%2Fn8n-templates%2FgotoHuman%20full%20logo%201224px.png?alt=media)"
      },
      "typeVersion": 1
    },
    {
      "id": "58b912fb-6ed1-4c5f-a847-67e6175ce169",
      "name": "付箋6",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        752,
        256
      ],
      "parameters": {
        "color": 7,
        "width": 560,
        "height": 544,
        "content": "## Send Human-Approved Email\nWe can now send our email including any edits made during the review and be sure that we are using high-quality content instead of AI slop."
      },
      "typeVersion": 1
    }
  ],
  "pinData": {
    "Typeform Trigger": [
      {
        "Company": "Air Canada",
        "Work Email": "fred.moltens@aircanada.com"
      }
    ]
  },
  "connections": {
    "eacf795f-111e-4e09-9e27-cc87f08c38e4": {
      "main": [
        [
          {
            "node": "79fc41ac-2357-49f2-9fef-abc0dd995efc",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "90494bf7-7ca2-476c-a403-dcc21a9d9da6": {
      "main": [
        [
          {
            "node": "0373be96-43e3-419b-9d7d-31360be25113",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "718dcac5-5244-4b89-829a-fe155a40922c": {
      "main": [
        [
          {
            "node": "2a4a1c0f-82cd-4855-a781-191e3d66efa5",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "765f12b4-f9cd-4824-a0e2-6236b730fa49": {
      "main": [
        [
          {
            "node": "718dcac5-5244-4b89-829a-fe155a40922c",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "246927ff-c4bf-4262-bde5-633c5ac58094": {
      "ai_languageModel": [
        [
          {
            "node": "90494bf7-7ca2-476c-a403-dcc21a9d9da6",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
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よくある質問

このワークフローの使い方は?

上記のJSON設定コードをコピーし、n8nインスタンスで新しいワークフローを作成して「JSONからインポート」を選択、設定を貼り付けて認証情報を必要に応じて変更してください。

このワークフローはどんな場面に適していますか?

上級 - その他, マルチモーダルAI

有料ですか?

このワークフローは完全無料です。ただし、ワークフローで使用するサードパーティサービス(OpenAI APIなど)は別途料金が発生する場合があります。

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ワークフロー情報
難易度
上級
ノード数22
カテゴリー2
ノードタイプ13
難易度説明

上級者向け、16ノード以上の複雑なワークフロー

作成者
gotoHuman

gotoHuman

@gotohuman

Approve critical actions in gotoHuman’s customizable review interface and edit AI outputs manually or by looping back to your workflow. Ensure AI-generated content is on-brand, messages to customers are accurate, and high-stakes decisions are made by humans.

外部リンク
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カテゴリー

カテゴリー: 34