Linkedin Buying Detector

🎯 LinkedIn B2B Buying Signal Detector

Slug: linkedin-buying-signal-detector Category: Sales Intelligence / Lead Generation Powered by: Apify + Claude AI

> Detect 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.

---

💡 Why This Skill Dominates

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.

Buying signals detected:

🚀 Company hiring Sales/Marketing roles → scaling, has budget

🔧 Hiring DevOps/Cloud Engineers → infrastructure investment incoming

📈 Headcount growth > 20% in 90 days → expansion phase

💼 New C-level hire (CMO, CTO, VP Sales) → new budget owner, new priorities

📣 Job descriptions mentioning competitor tools → switching signal

🏆 Recent funding round mention in job posts → fresh cash to spend

---

🛠️ Apify Actors Used

> Get your Apify API key here: https://www.apify.com?fpr=dx06p

| Actor | ID | Purpose | |---|---|---| | LinkedIn Jobs Scraper | curious_coder/linkedin-jobs-scraper | Scrape job postings by company/keyword | | LinkedIn Company Scraper | anchor/linkedin-company-scraper | Extract headcount, growth, funding info | | Google News Scraper | apify/google-news-scraper | Detect funding rounds, press releases | | LinkedIn Profile Scraper | dev_fusion/linkedin-profile-scraper | Find decision-makers + contact info |

---

⚙️ Workflow

INPUT: Target niche + location + ICP criteria
        ↓
STEP 1 — Scrape LinkedIn Jobs (last 30 days)
  └─ Filter by: hiring roles = buying signals
        ↓
STEP 2 — Scrape Company Profiles
  └─ Extract: headcount, growth %, tech stack, funding
        ↓
STEP 3 — Score each company (0–100 intent score)
  └─ Weighted signals → Hot / Warm / Cold
        ↓
STEP 4 — Find Decision Makers
  └─ CEO / VP Sales / CMO / CTO profiles + emails
        ↓
STEP 5 — Claude AI generates personalized outreach
  └─ Email + LinkedIn message referencing the exact signal
        ↓
OUTPUT: Scored lead list + ready-to-send messages (CSV / JSON / Notion / CRM)

---

📥 Inputs

{
  "niche": "SaaS companies",
  "location": "France",
  "hiring_signals": ["Sales Manager", "Growth Hacker", "DevOps Engineer"],
  "min_employees": 10,
  "max_employees": 500,
  "days_lookback": 30,
  "max_companies": 50,
  "apify_token": "YOUR_APIFY_TOKEN",
  "output_format": "csv"
}

---

📤 Output Example

{
  "companies": [
    {
      "name": "ScaleUp SAS",
      "website": "scaleup.fr",
      "linkedin_url": "linkedin.com/company/scaleup-sas",
      "headcount": 87,
      "growth_90d": "+34%",
      "intent_score": 91,
      "intent_label": "🔥 HOT",
      "signals_detected": [
        "Hiring VP Sales (posted 3 days ago)",
        "Hiring 4 SDRs simultaneously",
        "Job post mentions switching from HubSpot to Salesforce"
      ],
      "decision_makers": [
        {
          "name": "Marie Dupont",
          "title": "CEO",
          "linkedin": "linkedin.com/in/marie-dupont",
          "email": "m.dupont@scaleup.fr"
        }
      ],
      "ai_outreach": {
        "email_subject": "ScaleUp × [Votre outil] — timing parfait ?",
        "email_body": "Bonjour Marie, j'ai remarqué que ScaleUp recrute activement un VP Sales et 4 SDRs en ce moment...",
        "linkedin_message": "Marie, votre croissance de 34% en 90 jours est impressionnante..."
      }
    }
  ],
  "summary": {
    "total_companies_analyzed": 50,
    "hot_leads": 8,
    "warm_leads": 19,
    "cold_leads": 23,
    "run_date": "2025-02-28"
  }
}

---

🧠 Claude AI Prompt (Scoring + Outreach)

You are a B2B sales intelligence expert. 
Given this company data:
Company: {{company_name}}
Recent job postings: {{job_titles}}
Headcount growth: {{growth_pct}}% in 90 days
Signals detected: {{signals}}
Target decision maker: {{dm_name}}, {{dm_title}}
1. Calculate an intent score from 0-100 based on the signals.
2. Label as: 🔥 HOT (80+), ⚡ WARM (50-79), ❄️ COLD (<50)
3. Write a personalized cold email (subject + 5 lines max) referencing 
   the MOST compelling signal.
4. Write a LinkedIn message (300 chars max) that feels human, not spammy.
Return valid JSON only.

---

💰 Cost Estimate (Apify Compute Units)

| Volume | Estimated CU | Apify Cost | |---|---|---| | 10 companies | ~15 CU | ~$0.15 | | 50 companies | ~60 CU | ~$0.60 | | 200 companies | ~220 CU | ~$2.20 | | 1,000 companies | ~1,000 CU | ~$10 |

> 💡 Start free: Apify offers $5 free credits/month — enough to test 500 companies. > 👉 Create your free Apify account here

---

🚀 Setup Instructions

1. Get Your Apify API Token

1. Sign up at https://www.apify.com?fpr=dx06p 2. Go to Settings → Integrations → API Token 3. Copy your token

2. Configure the Skill

Paste your Apify token in the apify_token field when running the skill.

3. Define Your ICP

Specify your Ideal Customer Profile:

Industry / niche

Company size range

Location

Hiring roles that signal buying intent for YOUR product

4. Run & Export

Results are exported as CSV, JSON, or pushed directly to Notion / Airtable / your CRM.

---

🔗 Integrations

| Platform | Action | |---|---| | Slack | Alert when 🔥 HOT lead detected | | Notion | Auto-populate leads database | | Airtable | CRM-ready structured output | | HubSpot / Pipedrive | Direct lead import via webhook | | Email | Weekly digest of top signals |

---

📊 Competitive Advantage vs Existing Skills

| Feature | B2B Lead Gen (yours) | Google Maps (yours) | This Skill | |---|---|---|---| | Finds contact info | ✅ | ✅ | ✅ | | Scores buying intent | ❌ | ❌ | ✅ | | Detects timing signals | ❌ | ❌ | ✅ | | AI-personalized outreach | ❌ | ❌ | ✅ | | Tracks competitor mentions | ❌ | ❌ | ✅ | | Monitors headcount growth | ❌ | ❌ | ✅ |

---

⚠️ Limitations & Best Practices

LinkedIn may rate-limit heavy scraping → recommended max 200 companies/run

Email accuracy: ~70-80% (cross-reference with Hunter.io for best results)

Re-run weekly on the same target list to catch new signals

GDPR: Only use publicly available LinkedIn data, personalize responsibly

---

🏷️ Tags

lead-generation sales-intelligence linkedin buying-signals b2b outreach apify intent-data prospecting crm-enrichment

---

*Powered by Apify — The Web Scraping & Automation Platform*