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    "slug": "linkedin-buying-signal-detector",
    "name": "LinkedIn B2B Buying Signal Detector — Find Who's Ready to Buy NOW",
    "source": "tencent",
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    "category": "开发工具",
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    "sections": [
      {
        "title": "🎯 LinkedIn B2B Buying Signal Detector",
        "body": "Slug: linkedin-buying-signal-detector\nCategory: Sales Intelligence / Lead Generation\nPowered by: Apify + Claude AI\n\nDetect who is ready to buy RIGHT NOW by analyzing LinkedIn job postings, company growth signals, tech stack changes, and hiring patterns — then auto-generate hyper-personalized outreach messages."
      },
      {
        "title": "💡 Why This Skill Dominates",
        "body": "Most lead gen tools find who to contact. This skill tells you when to contact them — at the exact moment they have budget, urgency, and intent. No SaaS equivalent under $2,000/month.\n\nBuying signals detected:\n\n🚀 Company hiring Sales/Marketing roles → scaling, has budget\n🔧 Hiring DevOps/Cloud Engineers → infrastructure investment incoming\n📈 Headcount growth > 20% in 90 days → expansion phase\n💼 New C-level hire (CMO, CTO, VP Sales) → new budget owner, new priorities\n📣 Job descriptions mentioning competitor tools → switching signal\n🏆 Recent funding round mention in job posts → fresh cash to spend"
      },
      {
        "title": "🛠️ Apify Actors Used",
        "body": "Get your Apify API key here: https://www.apify.com?fpr=dx06p\n\nActorIDPurposeLinkedIn Jobs Scrapercurious_coder/linkedin-jobs-scraperScrape job postings by company/keywordLinkedIn Company Scraperanchor/linkedin-company-scraperExtract headcount, growth, funding infoGoogle News Scraperapify/google-news-scraperDetect funding rounds, press releasesLinkedIn Profile Scraperdev_fusion/linkedin-profile-scraperFind decision-makers + contact info"
      },
      {
        "title": "⚙️ Workflow",
        "body": "INPUT: Target niche + location + ICP criteria\n        ↓\nSTEP 1 — Scrape LinkedIn Jobs (last 30 days)\n  └─ Filter by: hiring roles = buying signals\n        ↓\nSTEP 2 — Scrape Company Profiles\n  └─ Extract: headcount, growth %, tech stack, funding\n        ↓\nSTEP 3 — Score each company (0–100 intent score)\n  └─ Weighted signals → Hot / Warm / Cold\n        ↓\nSTEP 4 — Find Decision Makers\n  └─ CEO / VP Sales / CMO / CTO profiles + emails\n        ↓\nSTEP 5 — Claude AI generates personalized outreach\n  └─ Email + LinkedIn message referencing the exact signal\n        ↓\nOUTPUT: Scored lead list + ready-to-send messages (CSV / JSON / Notion / CRM)"
      },
      {
        "title": "📥 Inputs",
        "body": "{\n  \"niche\": \"SaaS companies\",\n  \"location\": \"France\",\n  \"hiring_signals\": [\"Sales Manager\", \"Growth Hacker\", \"DevOps Engineer\"],\n  \"min_employees\": 10,\n  \"max_employees\": 500,\n  \"days_lookback\": 30,\n  \"max_companies\": 50,\n  \"apify_token\": \"YOUR_APIFY_TOKEN\",\n  \"output_format\": \"csv\"\n}"
      },
      {
        "title": "📤 Output Example",
        "body": "{\n  \"companies\": [\n    {\n      \"name\": \"ScaleUp SAS\",\n      \"website\": \"scaleup.fr\",\n      \"linkedin_url\": \"linkedin.com/company/scaleup-sas\",\n      \"headcount\": 87,\n      \"growth_90d\": \"+34%\",\n      \"intent_score\": 91,\n      \"intent_label\": \"🔥 HOT\",\n      \"signals_detected\": [\n        \"Hiring VP Sales (posted 3 days ago)\",\n        \"Hiring 4 SDRs simultaneously\",\n        \"Job post mentions switching from HubSpot to Salesforce\"\n      ],\n      \"decision_makers\": [\n        {\n          \"name\": \"Marie Dupont\",\n          \"title\": \"CEO\",\n          \"linkedin\": \"linkedin.com/in/marie-dupont\",\n          \"email\": \"m.dupont@scaleup.fr\"\n        }\n      ],\n      \"ai_outreach\": {\n        \"email_subject\": \"ScaleUp × [Votre outil] — timing parfait ?\",\n        \"email_body\": \"Bonjour Marie, j'ai remarqué que ScaleUp recrute activement un VP Sales et 4 SDRs en ce moment...\",\n        \"linkedin_message\": \"Marie, votre croissance de 34% en 90 jours est impressionnante...\"\n      }\n    }\n  ],\n  \"summary\": {\n    \"total_companies_analyzed\": 50,\n    \"hot_leads\": 8,\n    \"warm_leads\": 19,\n    \"cold_leads\": 23,\n    \"run_date\": \"2025-02-28\"\n  }\n}"
      },
      {
        "title": "🧠 Claude AI Prompt (Scoring + Outreach)",
        "body": "You are a B2B sales intelligence expert. \n\nGiven this company data:\n- Company: {{company_name}}\n- Recent job postings: {{job_titles}}\n- Headcount growth: {{growth_pct}}% in 90 days\n- Signals detected: {{signals}}\n- Target decision maker: {{dm_name}}, {{dm_title}}\n\n1. Calculate an intent score from 0-100 based on the signals.\n2. Label as: 🔥 HOT (80+), ⚡ WARM (50-79), ❄️ COLD (<50)\n3. Write a personalized cold email (subject + 5 lines max) referencing \n   the MOST compelling signal.\n4. Write a LinkedIn message (300 chars max) that feels human, not spammy.\n\nReturn valid JSON only."
      },
      {
        "title": "💰 Cost Estimate (Apify Compute Units)",
        "body": "VolumeEstimated CUApify Cost10 companies~15 CU~$0.1550 companies~60 CU~$0.60200 companies~220 CU~$2.201,000 companies~1,000 CU~$10\n\n💡 Start free: Apify offers $5 free credits/month — enough to test 500 companies.\n👉 Create your free Apify account here"
      },
      {
        "title": "1. Get Your Apify API Token",
        "body": "Sign up at https://www.apify.com?fpr=dx06p\nGo to Settings → Integrations → API Token\nCopy your token"
      },
      {
        "title": "2. Configure the Skill",
        "body": "Paste your Apify token in the apify_token field when running the skill."
      },
      {
        "title": "3. Define Your ICP",
        "body": "Specify your Ideal Customer Profile:\n\nIndustry / niche\nCompany size range\nLocation\nHiring roles that signal buying intent for YOUR product"
      },
      {
        "title": "4. Run & Export",
        "body": "Results are exported as CSV, JSON, or pushed directly to Notion / Airtable / your CRM."
      },
      {
        "title": "🔗 Integrations",
        "body": "PlatformActionSlackAlert when 🔥 HOT lead detectedNotionAuto-populate leads databaseAirtableCRM-ready structured outputHubSpot / PipedriveDirect lead import via webhookEmailWeekly digest of top signals"
      },
      {
        "title": "📊 Competitive Advantage vs Existing Skills",
        "body": "FeatureB2B Lead Gen (yours)Google Maps (yours)This SkillFinds contact info✅✅✅Scores buying intent❌❌✅Detects timing signals❌❌✅AI-personalized outreach❌❌✅Tracks competitor mentions❌❌✅Monitors headcount growth❌❌✅"
      },
      {
        "title": "⚠️ Limitations & Best Practices",
        "body": "LinkedIn may rate-limit heavy scraping → recommended max 200 companies/run\nEmail accuracy: ~70-80% (cross-reference with Hunter.io for best results)\nRe-run weekly on the same target list to catch new signals\nGDPR: Only use publicly available LinkedIn data, personalize responsibly"
      },
      {
        "title": "🏷️ Tags",
        "body": "lead-generation sales-intelligence linkedin buying-signals b2b outreach apify intent-data prospecting crm-enrichment\n\nPowered by Apify — The Web Scraping & Automation Platform"
      }
    ],
    "body": "🎯 LinkedIn B2B Buying Signal Detector\n\nSlug: linkedin-buying-signal-detector\nCategory: Sales Intelligence / Lead Generation\nPowered by: Apify + Claude AI\n\nDetect who is ready to buy RIGHT NOW by analyzing LinkedIn job postings, company growth signals, tech stack changes, and hiring patterns — then auto-generate hyper-personalized outreach messages.\n\n💡 Why This Skill Dominates\n\nMost lead gen tools find who to contact. This skill tells you when to contact them — at the exact moment they have budget, urgency, and intent. No SaaS equivalent under $2,000/month.\n\nBuying signals detected:\n\n🚀 Company hiring Sales/Marketing roles → scaling, has budget\n🔧 Hiring DevOps/Cloud Engineers → infrastructure investment incoming\n📈 Headcount growth > 20% in 90 days → expansion phase\n💼 New C-level hire (CMO, CTO, VP Sales) → new budget owner, new priorities\n📣 Job descriptions mentioning competitor tools → switching signal\n🏆 Recent funding round mention in job posts → fresh cash to spend\n🛠️ Apify Actors Used\n\nGet your Apify API key here: https://www.apify.com?fpr=dx06p\n\nActor\tID\tPurpose\nLinkedIn Jobs Scraper\tcurious_coder/linkedin-jobs-scraper\tScrape job postings by company/keyword\nLinkedIn Company Scraper\tanchor/linkedin-company-scraper\tExtract headcount, growth, funding info\nGoogle News Scraper\tapify/google-news-scraper\tDetect funding rounds, press releases\nLinkedIn Profile Scraper\tdev_fusion/linkedin-profile-scraper\tFind decision-makers + contact info\n⚙️ Workflow\nINPUT: Target niche + location + ICP criteria\n        ↓\nSTEP 1 — Scrape LinkedIn Jobs (last 30 days)\n  └─ Filter by: hiring roles = buying signals\n        ↓\nSTEP 2 — Scrape Company Profiles\n  └─ Extract: headcount, growth %, tech stack, funding\n        ↓\nSTEP 3 — Score each company (0–100 intent score)\n  └─ Weighted signals → Hot / Warm / Cold\n        ↓\nSTEP 4 — Find Decision Makers\n  └─ CEO / VP Sales / CMO / CTO profiles + emails\n        ↓\nSTEP 5 — Claude AI generates personalized outreach\n  └─ Email + LinkedIn message referencing the exact signal\n        ↓\nOUTPUT: Scored lead list + ready-to-send messages (CSV / JSON / Notion / CRM)\n\n📥 Inputs\n{\n  \"niche\": \"SaaS companies\",\n  \"location\": \"France\",\n  \"hiring_signals\": [\"Sales Manager\", \"Growth Hacker\", \"DevOps Engineer\"],\n  \"min_employees\": 10,\n  \"max_employees\": 500,\n  \"days_lookback\": 30,\n  \"max_companies\": 50,\n  \"apify_token\": \"YOUR_APIFY_TOKEN\",\n  \"output_format\": \"csv\"\n}\n\n📤 Output Example\n{\n  \"companies\": [\n    {\n      \"name\": \"ScaleUp SAS\",\n      \"website\": \"scaleup.fr\",\n      \"linkedin_url\": \"linkedin.com/company/scaleup-sas\",\n      \"headcount\": 87,\n      \"growth_90d\": \"+34%\",\n      \"intent_score\": 91,\n      \"intent_label\": \"🔥 HOT\",\n      \"signals_detected\": [\n        \"Hiring VP Sales (posted 3 days ago)\",\n        \"Hiring 4 SDRs simultaneously\",\n        \"Job post mentions switching from HubSpot to Salesforce\"\n      ],\n      \"decision_makers\": [\n        {\n          \"name\": \"Marie Dupont\",\n          \"title\": \"CEO\",\n          \"linkedin\": \"linkedin.com/in/marie-dupont\",\n          \"email\": \"m.dupont@scaleup.fr\"\n        }\n      ],\n      \"ai_outreach\": {\n        \"email_subject\": \"ScaleUp × [Votre outil] — timing parfait ?\",\n        \"email_body\": \"Bonjour Marie, j'ai remarqué que ScaleUp recrute activement un VP Sales et 4 SDRs en ce moment...\",\n        \"linkedin_message\": \"Marie, votre croissance de 34% en 90 jours est impressionnante...\"\n      }\n    }\n  ],\n  \"summary\": {\n    \"total_companies_analyzed\": 50,\n    \"hot_leads\": 8,\n    \"warm_leads\": 19,\n    \"cold_leads\": 23,\n    \"run_date\": \"2025-02-28\"\n  }\n}\n\n🧠 Claude AI Prompt (Scoring + Outreach)\nYou are a B2B sales intelligence expert. \n\nGiven this company data:\n- Company: {{company_name}}\n- Recent job postings: {{job_titles}}\n- Headcount growth: {{growth_pct}}% in 90 days\n- Signals detected: {{signals}}\n- Target decision maker: {{dm_name}}, {{dm_title}}\n\n1. Calculate an intent score from 0-100 based on the signals.\n2. Label as: 🔥 HOT (80+), ⚡ WARM (50-79), ❄️ COLD (<50)\n3. Write a personalized cold email (subject + 5 lines max) referencing \n   the MOST compelling signal.\n4. Write a LinkedIn message (300 chars max) that feels human, not spammy.\n\nReturn valid JSON only.\n\n💰 Cost Estimate (Apify Compute Units)\nVolume\tEstimated CU\tApify Cost\n10 companies\t~15 CU\t~$0.15\n50 companies\t~60 CU\t~$0.60\n200 companies\t~220 CU\t~$2.20\n1,000 companies\t~1,000 CU\t~$10\n\n💡 Start free: Apify offers $5 free credits/month — enough to test 500 companies.\n👉 Create your free Apify account here\n\n🚀 Setup Instructions\n1. Get Your Apify API Token\nSign up at https://www.apify.com?fpr=dx06p\nGo to Settings → Integrations → API Token\nCopy your token\n2. Configure the Skill\n\nPaste your Apify token in the apify_token field when running the skill.\n\n3. Define Your ICP\n\nSpecify your Ideal Customer Profile:\n\nIndustry / niche\nCompany size range\nLocation\nHiring roles that signal buying intent for YOUR product\n4. Run & Export\n\nResults are exported as CSV, JSON, or pushed directly to Notion / Airtable / your CRM.\n\n🔗 Integrations\nPlatform\tAction\nSlack\tAlert when 🔥 HOT lead detected\nNotion\tAuto-populate leads database\nAirtable\tCRM-ready structured output\nHubSpot / Pipedrive\tDirect lead import via webhook\nEmail\tWeekly digest of top signals\n📊 Competitive Advantage vs Existing Skills\nFeature\tB2B Lead Gen (yours)\tGoogle Maps (yours)\tThis Skill\nFinds contact info\t✅\t✅\t✅\nScores buying intent\t❌\t❌\t✅\nDetects timing signals\t❌\t❌\t✅\nAI-personalized outreach\t❌\t❌\t✅\nTracks competitor mentions\t❌\t❌\t✅\nMonitors headcount growth\t❌\t❌\t✅\n⚠️ Limitations & Best Practices\nLinkedIn may rate-limit heavy scraping → recommended max 200 companies/run\nEmail accuracy: ~70-80% (cross-reference with Hunter.io for best results)\nRe-run weekly on the same target list to catch new signals\nGDPR: Only use publicly available LinkedIn data, personalize responsibly\n🏷️ Tags\n\nlead-generation sales-intelligence linkedin buying-signals b2b outreach apify intent-data prospecting crm-enrichment\n\nPowered by Apify — The Web Scraping & Automation Platform"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/g4dr/linkedin-buying-signal-detector",
    "publisherUrl": "https://clawhub.ai/g4dr/linkedin-buying-signal-detector",
    "owner": "g4dr",
    "version": "1.0.0",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
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