Generate personalized cold email icebreakers with Apify, Baserow and OpenRouter GPT-4.1

This workflow automatically researches a lead’s website, understands what the business actually does, and generates a highly personalized cold outreach subject line and icebreaker using AI.

Instead of guessing or relying on shallow placeholders, it scrapes real website content, summarizes it intelligently, and feeds that context into an LLM to produce outreach that feels relevant and human.

If a website is broken or unreachable, the workflow safely flags it so you can identify faulty leads early.

Sticky Notes - No API keys are hardcoded. Add all credentials via n8n’s credential manager. - Website scraping uses markdown and strict character limits to keep token usage under control. - Unresponsive websites return no content, helping you identify broken or invalid leads. - The database can be swapped easily. Baserow is used here, but Airtable or Google Sheets can be used with minimal changes.

How It Works

1. Fetch Leads from Database The workflow starts by pulling leads from Baserow, including company name and website URL.

2. Visit and Scrape the Website The lead’s website is fetched and converted into HTML. If the site fails to load or respond, the workflow records no content and continues without breaking.

3. Extract and Filter Internal Links All links are extracted from the page, then filtered so only links belonging to the same website are kept.