AI Automation Systems

Remove · "Does this earn its existence?"

60-70% time savings on manual work. 120 hours/week of research became automated. Not chatbots—systems that process data, make decisions, and talk to your tools.

When to Use This

  • Manual tasks consume more than 10 hours/week of skilled labor
  • Data moves between systems via copy-paste or manual entry
  • Repeatable decisions follow patterns a human could teach

What This Removes

  • Manual tasks consuming creative bandwidth
  • Human bottlenecks in data transfer between systems
  • Decision fatigue from context-switching between tools

How It Works

  • Claude Code for intelligent automation design
  • Cloudflare Workers for serverless execution
  • OAuth integrations for multi-user access
  • Tracked metrics (time saved, cost, errors)

Proof: Viralytics

120 hours/week of research → automated daily

4+ chart sourcesDaily automation20 signal queries
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$15,000+ 4-8 weeks
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