Extract and qualify local business leads and draft cold emails with OpenAI, Apify and Hunter
Workflow preview
Early DealDISCOUNT 20%
Overview
AI-Powered Business Lead Scraping, Qualification & Outreach System
Description
Search → Scrape → Qualify → CRM → Email Draft Automation
Categories: Lead Generation, Sales Automation, AI Enrichment, Revenue Ops
This workflow automatically finds local businesses, extracts real contact details from their websites, qualifies them, and writes everything into a CRM — with personalized cold email drafts ready to send.
It’s designed to remove the manual grind from lead sourcing and first-touch outreach.
Search → leads → context → drafts → done.
What This Workflow Does
This automation takes raw local business results and turns them into usable, qualified leads:
- Pulls local business websites from a search dataset
- Scrapes each site for real contact information
- Normalizes emails, phones, names, and addresses
- Qualifies leads based on reachability and ops signals
- Writes clean, deduplicated records into a CRM
- Generates human-sounding cold email drafts
No copying websites. No guessing emails. No messy spreadsheets.
Why This Exists
Most lead gen systems fail before outreach even starts.
They rely on:
- Shallow scraped data
- Guessy enrichment
- Low-quality lists
- Manual cleanup
This system fixes that by grounding everything in what actually exists on the business website, then using AI only where it makes sense.
Human judgment at the edges. Automation in the middle.
How It Works (High Level)
1. Lead Source Ingestion (Apify Dataset)
The workflow starts with a dataset of local business search results.
This can be:
- Google search results
- Industry-specific directories
- Any Apify-powered source that includes URLs
Batch size is intentionally limited for safety.
2. Website Scraping
Each business website is fetched and stripped down to raw text.
Failures are allowed — broken sites simply don’t qualify later.
The raw content becomes the single source of truth.
3. AI Contact Extraction & Normalization
AI parses the site content to extract:
- Emails and phones
- Company name and address
- Contact people and titles
- Social links and contact pages
- Context snippets for traceability
Everything is normalized and returned as strict JSON. If something isn’t clearly present, it stays empty.
4. Lead Qualification
Leads are scored based on:
- Reachability (email + website)
- Basic operational signals
- Optional social presence
Low-quality or unreachable leads are filtered out automatically.
5. CRM Write (Google Sheets)
Qualified leads are written into a lightweight CRM:
- Append-or-update by email
- Safe to re-run
- Easy to inspect and debug
This sheet becomes the system of record.
6. Cold Email Draft Generation
For each qualified lead, AI generates a personalized cold email draft:
- Casual, human tone
- Uses real site context
- Stored as drafts only
- Never auto-sent
Perfect for review, sequencing, or export into an outreach tool.
Tools Used
- n8n — workflow orchestration
- Apify — lead sourcing
- OpenAI — extraction, qualification, email drafting
- Google Sheets — lightweight CRM
- Hunter — email verification
- Tavily — optional enrichment & validation
Who This Is For
- Automation and AI agencies
- Consultants doing outbound
- Freelancers selling repeatable services
- Local-service lead gen operators
- Anyone tired of low-quality scraped lists
Customization Notes
- Swap Google Sheets for Airtable, HubSpot, or Notion
- Adjust qualification thresholds to control lead volume
- Replace Apify source with any directory or search dataset
- Plug drafts into any outbound sequencing tool
- Extend metadata for analytics or CRM sync
Difficulty & Cost
Difficulty: Intermediate (Simple concept, careful execution)
Estimated setup time: 30–45 minutes
Ongoing cost: OpenAI + Apify + verification APIs only
Summary
This is not just a scraper.
It’s a lead intelligence pipeline that turns raw search results into real, usable outbound opportunities.
Search → scrape → qualify → CRM → drafts No guessing. No junk leads. No manual cleanup.