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Classify Leads

Classify leads using LLM for complex distinctions like product SaaS vs agencies. Use when user asks to classify leads, filter leads by type, or categorize businesses.

MHassan0000 Updated 1 repo stars
AI & ML

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LLM Lead Classification

Goal

Classify leads using Claude for complex distinctions that keyword matching can't handle.

When to Use

  • Product SaaS vs IT consulting agencies
  • High-ticket vs low-ticket businesses
  • Subscription vs one-time payment models
  • NOT for simple categories (dentists, realtors)

Scripts

  • ./scripts/classify_leads_llm.py - Main classification script
  • ./scripts/update_sheet.py - Update sheets
  • ./scripts/read_sheet.py - Read from sheets

Usage

python3 ./scripts/classify_leads_llm.py .tmp/leads.json \
  --classification_type product_saas \
  --output .tmp/classified_leads.json

Performance

  • ~2 minutes for 3,000 leads
  • ~$0.30 per 1,000 leads
  • Default: includes "unclear" classifications (medium confidence)

Classification Types

  • product_saas: Product companies vs service/consulting
  • Custom types can be added

Output

JSON file with classification added to each lead record.

MHassan0000/Skills/tree/main/Claude/maker zero claude skills premium/CLAUDE CODE WORKFLOWS AND SKILLS/Skills/classify-leads commit 5aff72ad62

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Frequently asked questions

npx skillmds@latest add mhassan0000/classify-leads