🐹 Dream Team's Automation Journey
Bella's small team of non-developers faced 3 repetitive tasks every single day.
Before: The Manual Era
Inventory Tracking 📦
• Opening Excel 5 times daily to input quantities
• Monthly full audit taking 2 hours
• Error rate: 8~12%
Buyer Discovery 🔍
• Manually organizing buyer data in Google Sheets
• Judging each deal potential individually
• 5+ hours per week consumed
Email Follow-ups 📧
• Manually noting non-responses
• Updating spreadsheets one by one
• Lots of missed leads
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After: Claude Code + AI Agents in Harmony
Inventory Tracking ✅
• Snap photo → save to Windows device folder → AI auto-reads & updates Excel
• Monthly reports generate themselves
• Error rate: ≤0.2%
• **Time saved: 2 hours/month → 5 minutes/month**
Buyer Discovery ⚡
• Web scraping + automated deal-pattern analysis agent
• Auto-sorted by "high transaction potential"
• New buyer suggestions on autopilot
• **Time saved: 5 hours/week → 30 min review only**
Email Follow-ups 🤖
• Auto-detects non-responses
• No reply in 3 days → auto-alert; 7 days → 2nd message suggestion
• Inbox cleanup automation
• **Time saved: 30 min/day → 5 min/day**
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🎯 Core Setup
**Environment**: Windows device + Mac mini + Claude Code
**Tools**: Make + Google Sheets API + Custom prompts
**Team**: Hamsters (automation ops) + Puppies (validation)
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💡 Key Takeaways
✨ Zero coding needed for AI agent automation
✨ More repetitive = bigger automation wins
✨ Small teams can multiply productivity 2~3x
"Automation doesn't reduce work, it frees you to focus on what truly matters."