We analyzed the P&L of a typical Growth Team vs. an Autonomous Agent Swarm. The cost leverage is ~560x ($280k vs $500/yr).

Most people fail with agents because they use "Open Loops" (e.g., "Go write 10 tweets"). We found that reliable production requires "Closed Loops" with a critique step:

Research Phase (Reasoning model) Drafting Phase (LLM) Critique Phase (Reviewer Agent that rejects output < 9/10 score) This post details the full system architecture, the 3-agent org chart, and the actual system prompts we use to run this autonomously.