作業フロー2
上級
これはLead Nurturing, Multimodal AI分野の自動化ワークフローで、43個のノードを含みます。主にIf, Set, Code, Wait, Webhookなどのノードを使用。 LighthouseとGPT-4を使用した自動ウェブサイト監査とパーソナライズド・アウトリーチ
前提条件
- •HTTP Webhookエンドポイント（n8nが自動生成）
- •ターゲットAPIの認証情報が必要な場合あり
- •Google Sheets API認証情報
- •OpenAI API Key
カテゴリー
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
{
"id": "G44pYgYD1odi0RqW",
"meta": {
"instanceId": "4a9efc2152e53a86a131cbceb18ee074f3387b800dd008fa606135f90255da7a",
"templateCredsSetupCompleted": true
},
"name": "My workflow 2",
"tags": [],
"nodes": [
{
"id": "3d4e3710-7b7c-434a-8fa5-d29f4dfaa165",
"name": "Wait1",
"type": "n8n-nodes-base.wait",
"position": [
1640,
340
],
"webhookId": "55c3dc88-2797-40a4-9370-d69adcd1eede",
"parameters": {
"amount": 25
},
"typeVersion": 1.1
},
{
"id": "8236459e-12c0-480a-89de-8cce992d5f09",
"name": "新規行を取得",
"type": "n8n-nodes-base.googleSheets",
"onError": "continueErrorOutput",
"position": [
140,
620
],
"parameters": {
"sheetName": {
"__rl": true,
"mode": "list",
"value": "",
"cachedResultUrl": "",
"cachedResultName": ""
},
"documentId": {
"__rl": true,
"mode": "id",
"value": ""
}
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "SF8NEIL6WSj1IVIg",
"name": "Google Sheets account"
}
},
"typeVersion": 4.5
},
{
"id": "ff17bbac-59e9-4c67-a3c5-4f71fb1ba004",
"name": "FirstRow",
"type": "n8n-nodes-base.code",
"position": [
140,
200
],
"parameters": {
"jsCode": "return [items[0]];"
},
"typeVersion": 2
},
{
"id": "002ae828-5db7-4e57-b879-62840449580d",
"name": "If Email is not Empty",
"type": "n8n-nodes-base.if",
"position": [
140,
480
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "88f0524b-2dd2-4a50-8776-9d305498776e",
"operator": {
"type": "string",
"operation": "notEmpty",
"singleValue": true
},
"leftValue": "={{ $json.Email }}",
"rightValue": ""
}
]
}
},
"typeVersion": 2.2
},
{
"id": "ca905c6b-dc60-4876-9349-b190051b5cb2",
"name": "シートを更新（メールが存在しない場合）",
"type": "n8n-nodes-base.googleSheets",
"onError": "continueErrorOutput",
"position": [
140,
760
],
"parameters": {
"operation": "update",
"sheetName": {
"__rl": true,
"mode": "name",
"value": ""
},
"documentId": {
"__rl": true,
"mode": "id",
"value": ""
}
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "SF8NEIL6WSj1IVIg",
"name": "Google Sheets account"
}
},
"typeVersion": 4.5
},
{
"id": "f6f76a64-5f7d-4c6e-8220-f61eef86a8cd",
"name": "If Email is not BokaDirect's support email",
"type": "n8n-nodes-base.if",
"position": [
360,
620
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "463f92c5-e786-4bdc-bc8c-21781e683325",
"operator": {
"type": "string",
"operation": "notEquals"
},
"leftValue": "={{ $json.Email }}",
"rightValue": "foto@lkjkjkj.com"
}
]
}
},
"typeVersion": 2.2
},
{
"id": "02fa89b6-a094-489b-b78e-c6d435074b94",
"name": "BokaDirectプロフィールURLリクエスト",
"type": "n8n-nodes-base.httpRequest",
"position": [
580,
200
],
"parameters": {
"url": "={{ $json['BokaDirect Profile'] }}",
"options": {}
},
"typeVersion": 4.2
},
{
"id": "f68ba01c-11fe-443a-92ab-a0ad3cf60195",
"name": "ProfilePage or Redirected",
"type": "n8n-nodes-base.code",
"position": [
580,
480
],
"parameters": {
"jsCode": "const html = $('BokaDirect Profile URL Request').first().json.data; // Replace with your actual input\n\n// Regex to check for <div class=\"w-full\"> with any content inside, non-greedy\nconst regex = /<div\\s+class=[\"']w-full[\"'][^>]*>[\\s\\S]*?<\\/div>/i;\n\nconst found = regex.test(html);\n\nreturn {\n hasWFullDiv: found\n};"
},
"typeVersion": 2
},
{
"id": "5a717b6c-5b7e-4149-a3c6-cb7867168824",
"name": "メールを取得",
"type": "n8n-nodes-base.code",
"position": [
720,
200
],
"parameters": {
"jsCode": "const html = $('BokaDirect Profile URL Request').first().json.data; // Replace with actual HTML input\n\n// Regex to find an email address (basic pattern)\nconst emailRegex = /[\\w.+-]+@[\\w-]+\\.[\\w.-]+/g;\n\nconst match = html.match(emailRegex);\n\nreturn {\n emailFound: !!match,\n email: match ? match[0] : null\n};"
},
"typeVersion": 2
},
{
"id": "09611789-b242-4050-8a43-af96798d9305",
"name": "シートを更新（URLリダイレクト時）",
"type": "n8n-nodes-base.googleSheets",
"onError": "continueErrorOutput",
"position": [
580,
1040
],
"parameters": {
"operation": "update",
"sheetName": {
"__rl": true,
"mode": "name",
"value": ""
},
"documentId": {
"__rl": true,
"mode": "id",
"value": ""
}
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "SF8NEIL6WSj1IVIg",
"name": "Google Sheets account"
}
},
"typeVersion": 4.5
},
{
"id": "8d620fb9-7481-49fd-905b-d0d97a086054",
"name": "意思決定者名",
"type": "@n8n/n8n-nodes-langchain.openAi",
"position": [
580,
360
],
"parameters": {
"modelId": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini",
"cachedResultName": "GPT-4O-MINI"
},
"options": {},
"messages": {
"values": [
{
"role": "assistant",
"content": "You're a helpful, intelligent web scraping assistant."
},
{
"content": "Tell me about DecisionMakerName using the StaffList and email scrape below. Use the following JSON format.\n\n{\"DecisionMakerName\":\"\"}\n\nNOTE: Donot add variable name as json for given output. Only give output in curly brackets {given format}. For DecisionMakerName, check the name and role in given data below in this format: name1, role1; name2, role2; ....\nIf 1 or more than 1 staff members, check who's the decision maker from their roles and return their name only. \n\nAlway prioritize this:\nCheck if given email has name from the given staff list, then consider that staff a decision maker."
},
{
"content": "=StaffList: {{ $json.staff_list }}\nEmail: {{ $('FirstRow').item.json.Email }}"
}
]
},
"jsonOutput": true
},
"credentials": {
"openAiApi": {
"id": "vsnN8w3j8HK3ETFm",
"name": "Shahrukh Open AI"
}
},
"typeVersion": 1.8
},
{
"id": "3dc05efa-b498-415a-9ad2-aa0c85c60000",
"name": "ビジネス詳細",
"type": "n8n-nodes-base.code",
"position": [
720,
480
],
"parameters": {
"jsCode": "// Get HTML content from previous node\nconst htmlContent = $('BokaDirect Profile URL Request').first().json.data;\n\n// Basic HTML entity decoder\nfunction decodeHtmlEntities(str) {\n const entities = {\n '&': '&',\n '<': '<',\n '>': '>',\n '"': '\"',\n ''': \"'\",\n ''': \"'\",\n ' ': ' ',\n };\n return str.replace(/&[a-zA-Z0-9#]+;/g, (entity) => entities[entity] || entity);\n}\n\n// Base64 decoding function\nfunction decodeBase64(str) {\n return decodeURIComponent(\n Array.prototype.map.call(atob(str), c => '%' + ('00' + c.charCodeAt(0).toString(16)).slice(-2)).join('')\n );\n}\n\n// Regex patterns\nconst nameRegex = /<h1.*?>(.*?)<\\/h1>/i;\nconst descriptionRegex = /<div id=\"welcomeText\".*?>(.*?)<\\/div>/is;\nconst staffNameRegex = /<span class=\" block font-semibold\">\\s*(?:<div[^>]*>.*?<\\/div>\\s*)*([^<]+)\\s*<\\/span>/g;\nconst staffRoleRegex = /<span class=\"text-black-600 text-sm\">([^<]+)<\\/span>/g;\nconst urlRegex = /<li[^>]*class=\"[^\"]*border-black-100[^\"]*\"[^>]*>[\\s\\S]*?<a[^>]*href=\"([^\"]+)\"[^>]*>/i;\nconst phoneRegex = /<meta data-react-helmet=\"true\" name=\"business:contact_data:phone_number\" content=\"(.*?)\"\\s*\\/>/i;\nconst emailImageRegex = /<img[^>]+src=\"data:image\\/png;base64,([^\"]+)\"[^>]*>/i;\n\n// Extract business name\nconst nameMatch = htmlContent.match(nameRegex);\nconst businessName = nameMatch ? decodeHtmlEntities(nameMatch[1].trim()) : null;\n\n// Extract business description\nconst descriptionMatch = htmlContent.match(descriptionRegex);\nconst businessDescription = descriptionMatch ? decodeHtmlEntities(descriptionMatch[1].trim()) : null;\n\n// Extract staff names\nconst names = [];\nlet nameMatchLoop;\nwhile ((nameMatchLoop = staffNameRegex.exec(htmlContent)) !== null) {\n names.push(decodeHtmlEntities(nameMatchLoop[1].trim()));\n}\n\n// Extract staff roles\nconst roles = [];\nlet roleMatchLoop;\nwhile ((roleMatchLoop = staffRoleRegex.exec(htmlContent)) !== null) {\n roles.push(decodeHtmlEntities(roleMatchLoop[1].trim()));\n}\n\n// Combine staff names and roles\nconst staffList = names.map((name, i) => {\n const role = roles[i] || 'Unknown';\n return `${name}, ${role}`;\n}).join('; ');\n\n// Extract URL\nconst urlMatch = htmlContent.match(urlRegex);\nconst url = urlMatch ? decodeHtmlEntities(urlMatch[1].trim()) : null;\n\n// Extract phone number\nconst phoneMatch = htmlContent.match(phoneRegex);\nconst phone = phoneMatch ? phoneMatch[1].trim() : null;\n\n// Extract email image (Base64)\nconst emailImageMatch = htmlContent.match(emailImageRegex);\nlet email = null;\n\nif (emailImageMatch) {\n // Decode Base64 string and extract the email content\n const base64String = emailImageMatch[1].trim();\n const decodedEmailContent = decodeBase64(base64String);\n\n // Assuming decoded content might contain email-like text (this can be further refined as needed)\n // You can try a simple regex for extracting an email\n const emailRegex = /([a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\\.[a-zA-Z]{2,})/i;\n const emailMatch = decodedEmailContent.match(emailRegex);\n\n if (emailMatch) {\n email = emailMatch[1];\n } else {\n email = \"Decoded content doesn't contain a valid email\";\n }\n} else {\n email = \"No Base64 image email found\";\n}\n\nconst pBlockRegex = /<p class=\"cursor-pointer\">([\\s\\S]*?)<\\/p>/;\nconst spanRegex = /<span>(.*?)<\\/span>/g;\n\nconst pMatch = htmlContent.match(pBlockRegex);\nlet address = '';\n\nif (pMatch) {\n const spanContent = [...pMatch[1].matchAll(spanRegex)].map(m => m[1]);\n address = spanContent.join(', ');\n}\n\n// Decode HTML entities (like & to &)\nconst txt = decodeHtmlEntities(address)\n\n// Return structured result\nreturn [\n {\n json: {\n business_name: businessName,\n business_description: businessDescription,\n staff_list: staffList,\n url: url,\n phone: phone,\n email: email,\n location: txt\n }\n }\n];\n"
},
"typeVersion": 2
},
{
"id": "5e7bf73d-25c9-44ba-bf4c-9efedf3188e6",
"name": "If ProfilePage or not",
"type": "n8n-nodes-base.if",
"position": [
580,
620
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "991cacdd-b64e-4e72-8d36-70d1aeee738b",
"operator": {
"type": "boolean",
"operation": "true",
"singleValue": true
},
"leftValue": "={{ $('ProfilePage or Redirected').item.json.hasWFullDiv }}",
"rightValue": ""
}
]
}
},
"typeVersion": 2.2
},
{
"id": "8fe37ef9-8050-44b3-ac66-d9ec473aa532",
"name": "If website exist",
"type": "n8n-nodes-base.if",
"position": [
580,
760
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "22599d7c-3e5d-4e6b-980e-5c81edd3edec",
"operator": {
"type": "string",
"operation": "notStartsWith"
},
"leftValue": "={{ $('Business Details').item.json.url }}",
"rightValue": "/"
},
{
"id": "0f8bc517-b7a4-41f6-9f81-46c99d327f16",
"operator": {
"type": "string",
"operation": "notEquals"
},
"leftValue": "={{ $('Business Details').item.json.url }}",
"rightValue": "none"
},
{
"id": "eaef4953-4c8b-4402-92c1-a7d07ae508c1",
"operator": {
"type": "string",
"operation": "notContains"
},
"leftValue": "={{ $('Business Details').item.json.url }}",
"rightValue": "instagram"
},
{
"id": "8f2fbedf-23fb-4638-8e99-f3432fe2fe54",
"operator": {
"type": "string",
"operation": "notEmpty",
"singleValue": true
},
"leftValue": "={{ $('Business Details').item.json.url }}",
"rightValue": ""
}
]
}
},
"typeVersion": 2.2
},
{
"id": "281d4589-99d0-4155-9ef7-29e4558fd230",
"name": "Professional Email or Personal",
"type": "n8n-nodes-base.code",
"position": [
720,
620
],
"parameters": {
"jsCode": "// List of keywords that indicate personal/free email providers\nconst freeEmailKeywords = [\n \"gmail\", \"yahoo\", \"hotmail\", \"outlook\", \"aol\",\n \"icloud\", \"live\", \"protonmail\", \"msn\", \"mail\", \n \"zoho\", \"yandex\", \"gmx\"\n];\n\nreturn items.map(item => {\n const email = $('FirstRow').first().json.Email || \"\";\n const domain = email.split(\"@\")[1]?.toLowerCase() || \"\";\n\n const isPersonal = freeEmailKeywords.some(keyword => domain.includes(keyword));\n const isProfessional = !isPersonal;\n\n // Extract domain only if it's a professional email\n const result = {\n ...item.json,\n isProfessional,\n emailType: isProfessional ? \"professional\" : \"personal\"\n };\n\n if (isProfessional) {\n result.domain = domain;\n }\n\n return { json: result };\n});"
},
"typeVersion": 2
},
{
"id": "1862d6bc-74cd-4db7-a229-67b039f5ca24",
"name": "Professional or Not",
"type": "n8n-nodes-base.if",
"position": [
720,
760
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "96bf5921-7ef0-41a8-ac42-37b50fbb1e57",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.emailType }}",
"rightValue": "professional"
}
]
}
},
"typeVersion": 2.2
},
{
"id": "964b2306-5b0d-4126-9dc9-43f5b6f78216",
"name": "ウェブサイトが存在しない場合を更新",
"type": "n8n-nodes-base.googleSheets",
"onError": "continueErrorOutput",
"position": [
580,
1200
],
"parameters": {
"operation": "update",
"sheetName": {
"__rl": true,
"mode": "name",
"value": ""
},
"documentId": {
"__rl": true,
"mode": "id",
"value": ""
}
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "SF8NEIL6WSj1IVIg",
"name": "Google Sheets account"
}
},
"typeVersion": 4.5
},
{
"id": "f9c7aaa4-7af1-4e3c-86cd-22ca4dbebb32",
"name": "Set URL from Professional Email",
"type": "n8n-nodes-base.set",
"position": [
720,
900
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "65d5a8d6-e8d8-4500-abff-bd5517f728ae",
"name": "URL",
"type": "string",
"value": "=https://www.{{ $json.domain }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "62fb45a6-4198-40a9-b69b-f98350414199",
"name": "Set URL",
"type": "n8n-nodes-base.set",
"position": [
580,
900
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "e0dd80bd-1a37-4c11-b808-139b529eca41",
"name": "URL",
"type": "string",
"value": "={{ $('Business Details').item.json.url }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "d5b88f94-b13a-474e-8e21-ba470d54cdcb",
"name": "スクレイピングしたビジネス詳細を更新",
"type": "n8n-nodes-base.googleSheets",
"onError": "continueErrorOutput",
"position": [
720,
1040
],
"parameters": {
"operation": "update",
"sheetName": {
"__rl": true,
"mode": "name",
"value": ""
},
"documentId": {
"__rl": true,
"mode": "id",
"value": ""
}
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "SF8NEIL6WSj1IVIg",
"name": "Google Sheets account"
}
},
"typeVersion": 4.5
},
{
"id": "2e9901f8-233f-4954-a1d1-51aa9bd9a942",
"name": "ビジネスウェブサイトリクエスト",
"type": "n8n-nodes-base.httpRequest",
"onError": "continueErrorOutput",
"position": [
960,
620
],
"parameters": {
"url": "={{ $json.URL }}",
"options": {}
},
"typeVersion": 4.2
},
{
"id": "fc02ee1d-3613-421b-874b-d48ba90dbea0",
"name": "ウェブサイトエラーのメッセージを作成",
"type": "@n8n/n8n-nodes-langchain.openAi",
"position": [
1220,
1000
],
"parameters": {
"modelId": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini",
"cachedResultName": "GPT-4O-MINI"
},
"options": {},
"messages": {
"values": [
{
"content": "The error type (e.g., 404 Not Found, 500 Server Error, SSL Error, timeout)\n\n\nBasic context (business name, location, what they do)\n\n\nYour task:\n Generate a personalized icebreaker for a cold outreach email, pitching web repair, redesign, and performance/SEO improvements. Make it feel researched and human-written. Always output as a JSON below:\n{\n \"content\": \"Hey [Team companyShort or FirstName], I tried visiting your site but it looks like it's returning a [error_type] error right now. That kind of issue can quietly block new leads, affect your SEO, or just make the business feel offline to potential customers.\\n\\nFigured you’d want to know, since it’s likely costing traffic and trust. I’ve worked on 500+ web projects over the last 8 years—fixing things like this fast, and often turning them into a chance to improve performance, ranking, and UX.\\n\\nAlong with development, I also bring SEO and AI expertise to help businesses strengthen their online presence and drive more qualified traffic. If you're open to it, happy to jump on a quick call and walk through what I’d recommend for getting your site up and performing at its best.\\n\\nNo pressure—just reaching out since I already ran the check. Let me know if you want to see some sites I’ve helped turn around.\"\n}\n\nRules Recap (for this error-based version):\n-Clearly mention the error type (e.g., 404, timeout, SSL error)\n-Highlight the cost of downtime: missed leads, SEO loss, trust issues\n-Keep tone helpful, not critical\n-Include your track record (1000+ web projects, 8 years)\n-Mention your SEO and AI expertise\n-Offer web repair + performance/redesign improvements\n-Include a soft, benefit-driven CTA (e.g., “happy to jump on a quick call…”)\n\n\nBasic Business Details: \nName: {{ $('Business Details').item.json.business_name }}\nLocation: {{ $('Business Details').item.json.location }}\nBusiness Description: {{ $('Business Details').item.json.business_description }}\nDecision Maker Name: {{ $('DecisionMaker Name').item.json.message.content.DecisionMakerName }}\n\nError Details: \nError Name: {{ $('Business Website Request').item.json.error.name }}\nError Code: {{ $('Business Website Request').item.json.error.code}}\nError Status: {{ $('Business Website Request').item.json.error.status }}"
}
]
},
"jsonOutput": true
},
"credentials": {
"openAiApi": {
"id": "vsnN8w3j8HK3ETFm",
"name": "Shahrukh Open AI"
}
},
"typeVersion": 1.8
},
{
"id": "df154851-f651-4a8b-ad3e-13076f777f01",
"name": "Lighthouse Stats Request",
"type": "n8n-nodes-base.httpRequest",
"onError": "continueErrorOutput",
"position": [
1180,
240
],
"parameters": {
"url": "=https://www.googleapis.com/pagespeedonline/v5/runPagespeed?url={{ $('Update Scraped Business Details').item.json.URL }}&strategy=mobile&category=performance&category=accessibility&category=seo&category=best-practices&key=**YourPassKey**",
"options": {}
},
"typeVersion": 4.2
},
{
"id": "a724316b-4643-4071-a5bb-f7c676c6ffb0",
"name": "スウェーデン語に翻訳",
"type": "@n8n/n8n-nodes-langchain.openAi",
"position": [
1520,
600
],
"parameters": {
"modelId": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini",
"cachedResultName": "GPT-4O-MINI"
},
"options": {},
"messages": {
"values": [
{
"role": "assistant",
"content": "You are a native Swedish copywriter. Your job is to translate English into fluent Swedish."
},
{
"content": "=Here's text to translate:\n{{ $json.message.content.content }}"
}
]
},
"jsonOutput": true
},
"credentials": {
"openAiApi": {
"id": "vsnN8w3j8HK3ETFm",
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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 - リードナーチャリング, 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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30 ノードAvkash Kakdiya
リードナーチャリング
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166 ノードRuben AI
リードナーチャリング
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22 ノードMarth
リードナーチャリング
Airtable、OpenAI、Unipile を使用した LinkedIn リード生成と自動ダイレクトメッセージングの自動化
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143 ノードRuben AI
リードナーチャリング
毎日の WhatsApp グループ スマート分析：GPT-4.1 による分析と音声メッセージの transcrição
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52 ノードDaniel Lianes
その他
B2Bアウトリーチ自動化：LinkedIn からメールシーケンス
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25 ノードLukaszB
リードナーチャリング
ワークフロー情報
難易度
上級
ノード数43
カテゴリー2
ノードタイプ9
作成者
Shahrukh
@shahrukhmaI build AI-driven lead generation and automation systems that help businesses scale without heavy ad spend or manual outreach. With expertise in sales automation, n8n workflows, and personalized cold email, I focus on creating predictable pipelines and reducing CAC. My goal: deliver measurable revenue growth through smart, scalable systems.
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