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AI as SaaS: Build What People Pay For

From Idea to Viable Business

You probably built something you can't sell, or you're thinking about building something you haven't proved anyone would buy. This track covers the part nobody else teaches: idea pressure testing, real AI operating costs, and the architecture gaps that prevent vibe-coded apps from ever becoming businesses.

12 lessons~75 min total

Lessons are shown in recommended order. Complete them in sequence for the best experience — or jump to any lesson.

Lesson 500·6 min read

SaaS Is a Business Model, Not a Tech Stack

Lovable and Bolt make you a builder. They do not make you a SaaS founder. There is a distance between those two things, and most AI builders have no idea how far it is.

Lesson 501·7 min read

The Vibe-to-Production Gap

Your AI app works on your laptop. That sentence has nothing to do with whether it works for 1,000 real users making unexpected requests at 2am.

Lesson 502·6 min read

Most AI Ideas Are Solutions Looking for Problems

The gold rush mental model is backwards. AI is valuable, therefore build with AI, therefore get rich. It fails at the second step every time.

Lesson 503·7 min read

The Pressure Test Framework

Four questions. Every AI SaaS idea must survive all four before you write a line of code. Most ideas die on question one.

Lesson 504·5 min read

Selling Outcomes, Not Features

Nobody wakes up wanting an AI-powered scheduling tool. They wake up wanting five hours back.

Lesson 505·6 min read

What Your Product Actually Costs to Run

The API bill is not a one-time cost. It scales with every user action — and most builders discover this at the worst possible moment.

Lesson 506·7 min read

Pricing and Margins

'$10/month' is not a strategy. It's a guess with a dollar sign — and it usually destroys the business at scale.

Lesson 507·7 min read

The Scaling Trap

Growth is supposed to be the goal. In under-priced AI SaaS, it's the mechanism that kills you.

Lesson 508·5 min read

Why Vibe-Coded Apps Break

The five specific failure modes that destroy vibe-coded AI products in production — and why every one of them will happen to you.

Lesson 509·7 min read

The Minimum Viable AI Architecture

The four non-negotiable layers every AI product needs before charging money — with working TypeScript code you can drop into production today.

Lesson 510·6 min read

AI Maintenance Is Not Optional

The hidden operational reality of AI SaaS — model deprecations, prompt drift, and pricing changes happen on a schedule you don't control, and ignoring them is the most expensive AI strategy.

Lesson 511·6 min read

Measuring What Actually Matters

Signups tell you how good your marketing is. Retention tells you if you have a product. Here is how to measure the difference — and what to do with what you find.