🤖 LinkedIn Company Employees Scraper

Turn a raw list of company employees into a ranked, sales-ready lead list in one run. The LinkedIn Company Employees Scraper scrapes every public employee profile from any LinkedIn company page — no login, no cookies — and then pipes each profile through the AI provider of your choice — Claude (Anthropic), ChatGPT (OpenAI), Grok (xAI), or Gemini (Google) — to add real intelligence: seniority level, department, an ICP score (0–100), a best-guess work email, and genuine is_creator / is_influencer / is_premium signals. No key? It runs keyless with built-in heuristics.

It is the fastest way to combine LinkedIn company employee scraping, AI lead enrichment, ICP targeting, and email finding into a single, automation-friendly pipeline for B2B prospecting, recruiting, and CRM enrichment.

Keywords covered here: LinkedIn employee scraper, AI lead enrichment, ICP scoring, LinkedIn email finder, multi-provider AI enrichment, B2B lead generation, decision-maker finder, seniority classification, department detection, sales intelligence, no-login LinkedIn scraper, CRM enrichment, prospect scoring, LinkedIn company employees, lead qualification.

✨ Why AI enrichment instead of a plain scraper?

A normal LinkedIn scraper hands you names and headlines and leaves the thinking to you. This actor does the thinking for you:

• 🧠 Real inference, not placeholders — the base is_creator, is_influencer, and is_premium flags are populated by an actual model reading each headline and profile, not left as static false.
• 🎯 ICP score 0–100 — instantly sort thousands of employees by how strong a prospect they are.
• 📈 Seniority + department tagging — route C-Level → VP → Director → Manager leads to the right playbook.
• ✉️ Email guessing — construct likely work emails from the company domain (jane.doe@acme.com).
• 🛟 Never crashes without AI — if no AI API key is supplied, it falls back to deterministic heuristic scoring so your run still completes.

📊 What data you get

🧩 Field	📘 Description	💡 Example
fullname / first_name / last_name	Employee name	"Jane Doe"
headline	Current role / tagline	"VP of Marketing at Acme"
profile_url	Public LinkedIn profile link	https://linkedin.com/in/janedoe
public_identifier	LinkedIn slug	/in/janedoe
current_company / company_url	Company association	Acme — linkedin.com/company/acme
location	City / country object	{"full": "Austin, Texas, US"}
is_creator 🆕	AI-inferred content-creator signal	true
is_influencer 🆕	AI-inferred influencer / thought-leader signal	false
is_premium 🆕	AI-inferred premium / decision-maker signal	true
seniorityLevel 🆕	AI seniority class	"VP"
department 🆕	AI department class	"Marketing"
icpScore 🆕	AI B2B fit score, 0–100	88
emailGuess 🆕	Best-guess work email	jane.doe@acme.com
recommendations_received	Recommendations on profile	[...]
personal_website / other_contact_details	Off-platform contact hints	https://jane.dev
contact_elements	Structured identity block	{...}

Output is a superset of the base LinkedIn Company Employees scraper — every original field is preserved, and the new AI fields are appended.

⚙️ Key features

• 🤖 Multi-provider AI enrichment — cheap, fast classification of every profile with Claude (Anthropic), ChatGPT (OpenAI), Grok (xAI) or Gemini (Google), selectable via aiProvider.
• 🧮 Heuristic fallback — deterministic scoring when no API key is present; the actor never fails hard.
• 🔍 No-login discovery — finds employees from public company pages + Google, no LinkedIn credentials.
• 🧩 Bulk mode — pass many company URLs or keywords in one run.
• 🛡️ Smart proxy strategy — Apify Residential (US) by default, with graceful direct-request fallback.
• 🔌 Automation-ready — plug into n8n, Make.com, Zapier, Clay, or your CRM via the Apify API.
• 💾 Clean exports — JSON, CSV, Excel; a pre-built dataset view shows seniority, department, ICP score and email at a glance.

🪄 How to use it (step by step)

1. 🔑 Log in to Apify — free account works.
2. 🏢 Add targets — paste LinkedIn company URLs (e.g. https://linkedin.com/company/acme) or plain company keywords into urls.
3. 👥 Set max_employees — how many people to pull and enrich per target.
4. 🤖 Pick your AI provider in aiProvider (claude, openai, grok or gemini), add your aiApiKey, and optionally set aiModel. Leave aiApiKey empty to run keyless in heuristic mode.
5. 🌐 Set companyDomain (e.g. acme.com) so emailGuess can be built.
6. 🚀 Run — results stream into the dataset as each profile is scored.
7. 💾 Export — download CSV/JSON/Excel or pull via API.

🎯 Use cases

💼 Use case	📊 How the AI fields help
B2B lead generation	Sort by icpScore to work the hottest prospects first
Account-based marketing (ABM)	Filter seniorityLevel = C-Level / VP for decision-maker outreach
Sales prospecting	Use emailGuess + department to personalize cold email
Recruiting	Target department = Engineering, filter by seniority
CRM enrichment	Append seniority, department and ICP score to existing contacts
Market & competitor research	Map a competitor's org by department and seniority mix

🧩 Example input

{
  "urls": ["https://www.linkedin.com/company/acme"],
  "max_employees": 25,
  "aiProvider": "claude",
  "aiApiKey": "sk-...",
  "aiModel": "claude-haiku-4-5-20251001",
  "companyDomain": "acme.com",
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"],
    "apifyProxyCountry": "US"
  }
}

📦 Example output

[
  {
    "company_url": "https://www.linkedin.com/company/acme",
    "profile_url": "https://www.linkedin.com/in/janedoe",
    "fullname": "Jane Doe",
    "first_name": "Jane",
    "last_name": "Doe",
    "headline": "VP of Marketing at Acme | Keynote Speaker",
    "public_identifier": "/in/janedoe",
    "profile_picture_url": "https://media.licdn.com/...",
    "location": { "country": "United States", "city": "Austin", "full": "Austin, Texas, United States", "country_code": "US" },
    "is_creator": true,
    "is_influencer": true,
    "is_premium": true,
    "created_timestamp": 1751328000,
    "show_follower_count": true,
    "current_company": "Acme",
    "companies_detected": [{ "name": "Acme", "slug": "acme", "url": "https://www.linkedin.com/company/acme" }],
    "personal_website": "https://jane.dev",
    "recommendations_received": [],
    "other_contact_details": { "personal_website": "https://jane.dev" },
    "contact_elements": { "profile_identity": { "profile_name_display": "Jane Doe" } },
    "seniorityLevel": "VP",
    "department": "Marketing",
    "icpScore": 88,
    "emailGuess": "jane.doe@acme.com"
  }
]

❓ FAQ

1️⃣ Do I need an AI API key? No — but it's recommended. With a key, your selected provider (Claude, ChatGPT, Grok or Gemini) does the classification. Without one, the actor runs keyless with built-in heuristic scoring so runs still finish.

2️⃣ Which model does it use? Whatever you set in aiModel for your chosen aiProvider — e.g. claude-haiku-4-5-20251001 (Claude), gpt-4o-mini (OpenAI), grok-2 (xAI) or gemini-2.0-flash (Google). Each default is a low-cost, fast model ideal for per-profile classification.

3️⃣ How is icpScore calculated? The AI model weighs seniority, department, activity signals and profile completeness into a single 0–100 fit score. In heuristic mode a transparent rule-based formula is used.

4️⃣ Are the emails verified? emailGuess is a pattern-based best guess (first.last@domain) — great for enrichment and verification pipelines, not a guarantee of deliverability.

5️⃣ Does it need a LinkedIn login? No. It only reads publicly visible information — no cookies, no credentials, account-safe.

6️⃣ Can I run many companies at once? Yes. Add multiple URLs or keywords to urls for bulk enrichment.

7️⃣ Does it work with n8n / Make / Zapier / Clay? Yes — call it via the Apify API and stream enriched leads straight into your automation or CRM.

⚖️ Compliance

This actor collects only publicly available profile information and is intended for research, recruiting, and legitimate B2B outreach. Respect LinkedIn's terms, GDPR/CCPA, and applicable data-protection laws. Do not use guessed emails for spam.

🔗 Related tools

LinkedIn Company Employees Scraper	LinkedIn Company Profile Scraper
LinkedIn Profile Scraper	LinkedIn Search Jobs Scraper

🌟 Start scoring your LinkedIn leads with AI today — cleaner lists, faster outreach, higher conversion.