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

You use an AI tool to draft a client proposal email. The AI includes a specific statistic — '73% of companies in your industry report cost savings from this approach.' What should you do before sending?

Add a disclaimer that the email was AI-generated Remove all statistics since AI cannot know current data Verify the statistic independently — AI tools frequently fabricate specific data points and percentages Send it — AI models only include verified statistics

What does SOC 2 certification indicate about an AI tool vendor?

The vendor has undergone an independent security audit verifying their security controls, data availability, processing integrity, and confidentiality The vendor's AI models are certified as bias-free The vendor stores data in the US and is subject to US law The vendor is approved by the US government for handling classified data

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

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

A small business owner asks ChatGPT for advice on which business entity structure to use for tax purposes. What is the appropriate way to use this output?

Ignore AI entirely for financial questions — it cannot be trusted Ask AI a second time to confirm the recommendation before acting Use the AI explanation to understand the concepts and questions to ask, then consult a CPA or tax attorney for the actual decision Implement the AI's recommendation directly — ChatGPT knows current tax law

A freelance photographer manually enters all expenses into a spreadsheet for tax time, spending 3 hours each month. Which AI tool most directly eliminates this work?

ChatGPT — by manually listing expenses in conversation A calendar reminder to do expense entry weekly instead of monthly An accounting tool like QuickBooks, FreshBooks, or Wave that automatically categorizes bank and card transactions and organizes them by category Xero's API for developer-automated accounting