Agent 07:Processing Q4 revenue forecast

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3 Weeks to Production: The Autonomous Deployment Playbook

Liam McCarthy

7 min read

How to compress 6-month timelines into a three-week sprint using agent orchestration.

The 6-Month Myth

When a Fortune 100 client came to us with a 6-month AI roadmap, we told them we could do it in 21 days.

21 days — from kickoff to production deployment
Source: Fortune 100 client

Key Takeaway: Speed comes from architecture, not shortcuts. The Quarterback-Trigger pattern enables parallel development and autonomous optimization.

Results That Compound

  • Month 1: 40x document processing capacity

  • Month 2: System self-optimizes, accuracy improves 15%

  • Month 3: Expanded to 3 additional business units

  • Month 6: $2.4M in operational savings

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