MACE Quick Quick Start Guide

Pre-Vibe Coding Validation System for Bootstrapped Founders

From Vibe Coding to Validated SaaS: The Free MACE Overview

You can build fast with AI tools. But are you building the right things?

This free guide reveals:

• Why vibe coding alone fails to create profitable SaaS
• The validation framework I used to build a 99.76% margin SaaS
• How Stanford/Berkeley research (ACE) applies to founders
• Proof it works: Real metrics from a production app built in one session

No email required. Just value.

If you've built demos that got no traction, this explains why—and what to do differently.

What's inside (5 pages):

• The vibe coding gap nobody talks about
• MACE system overview (Manual Agentic Context Engineering)
• Qiche case study results ($0.23/month API costs, zero debugging)
• Your two validation paths (4 hours or 3 days)

Get the strategic layer before you code.