Book I · Studio Ordo — Founding Thesis

17. Unit Economics

MetricTarget / Design Assumption
Infrastructure cost per customerApproximately $5/month
Estimated average AI production credit revenue$25–35/month
Target gross marginApproximately 60–70%
Staffing modelFounder-led and automation-heavy in the early stage
Customer acquisitionFounder-led distribution, referrals, affiliates, open-source adoption, and niche communities
Monthly pre-revenue burnApproximately $200 in personal API and development infrastructure costs
Break-even targetApproximately 15–20 managed hosting customers

The architecture is designed so that even early managed customers can contribute positive gross margin.

The system avoids the usual SaaS requirement of large scale before basic unit economics begin to work.

These are not promises.

They are design targets.

The business depends on proving them with real users.