LinkedIn B2B Buying Signal Detector — Find Who's Ready to Buy NOW

🎯 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 ActorIDPurposeLinkedIn 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

⚙️ 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)

VolumeEstimated CUApify Cost10 companies~15 CU~$0.1550 companies~60 CU~$0.60200 companies~220 CU~$2.201,000 companies~1,000 CU~$10 💡 Start free: Apify offers $5 free credits/month — enough to test 500 companies. 👉 Create your free Apify account here

1. Get Your Apify API Token

Sign up at https://www.apify.com?fpr=dx06p Go to Settings → Integrations → API Token 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

PlatformActionSlackAlert when 🔥 HOT lead detectedNotionAuto-populate leads databaseAirtableCRM-ready structured outputHubSpot / PipedriveDirect lead import via webhookEmailWeekly digest of top signals

📊 Competitive Advantage vs Existing Skills

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❌❌✅

⚠️ 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