Vibe Coding Quiz: How Ready Are You for the New Software Economy?

What is 'micro-SaaS' in the context of vibe coding?

Highly focused software products serving small niches that were previously uneconomical to build — now viable because development costs are near zero Software built by large companies for internal micro-services Software sold at very low monthly prices to maximize volume AI tools that perform micro-tasks for users

Which tool is specifically designed for non-programmers to build full web applications through natural language, with no local installation?

Bolt.new, Lovable, or v0 — purpose-built browser-based platforms for natural language app creation Python IDLE — a standard Python development environment Cursor — a code editor requiring programming knowledge GitHub Copilot — requires a pre-existing codebase and developer workflow

Despite vibe coding dramatically lowering software creation costs, which competitive advantage does a software startup STILL need to succeed?

Proprietary programming languages exclusive to their platform Distribution — the ability to reach customers and convince them to use the product Certification from a major cloud provider A large engineering team to maintain the codebase

Over time, a vibe-coded project grows to 5,000 lines of AI-generated code. The creator doesn't understand how most of it works. What is the most significant maintenance risk?

The API costs become prohibitively expensive at this code volume Debugging novel failures becomes very difficult when the creator cannot read or understand the code The AI tools will refuse to continue working after a certain code size The software automatically deletes itself to prevent technical debt

A non-technical founder uses vibe coding to build a customer-facing app that stores user credit card data. What is the most serious risk?

The app will look different from what the founder envisioned AI-generated code commonly has security vulnerabilities (improper authentication, SQL injection, insecure data handling) that could expose payment data The app won't be able to accept credit card payments at all The founder will be banned from using vibe coding tools

Why is AI-generated code sometimes flagged as potentially reproducing open-source licensed code without attribution?

AI models intentionally insert licensed code to test developer awareness Open-source code has no license requirements — it is always free to use Only AI models from specific providers reproduce open-source code AI coding models train on public code repositories and may reproduce that code verbatim, potentially including GPL-licensed code that requires attribution

In the vibe coding workflow, what is the human's primary role?

Writing the core logic while AI handles boilerplate formatting Product designer and decision-maker — describing what they want, testing results, and steering the direction Reviewing AI-generated code line by line for security vulnerabilities Translating existing code from one programming language to another

A physical therapist develops a patient home-exercise tracking app for their specific protocol using vibe coding and sells it to other PT clinics. Which trend does this represent?

Domain experts building and commercializing software for their field without hiring engineers The shift from web to mobile applications Enterprise software consolidation Open-source software replacing proprietary tools

What is the safest approach to user authentication in a vibe-coded application accessible by others?

Generate authentication code entirely through vibe coding and test it yourself Use a vendor-provided authentication service (e.g., Auth0, Google Sign-In, Firebase Auth) rather than relying on AI-generated auth code Require users to create an account but skip password requirements Authentication is unnecessary for small applications

What is 'outcome-based pricing' in AI services?

Charging customers based on measurable results the AI delivers — not per seat or per month Pricing based on the number of AI model parameters used A pricing model where customers pay more as their revenue grows Free-to-use pricing with premium upgrades for advanced features