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

A small business evaluates an AI tool and discovers it will fine-tune its model using the company's customer data to improve future recommendations. What is the most important consideration before agreeing?

Whether fine-tuning on small business data produces measurably better results Whether the model improvement will be visible to the business within 30 days Whether using customer data for model training complies with the business's privacy policy and applicable data protection regulations — and whether customers consented Whether the model will be available to the business for download

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?

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 Ignore AI entirely for financial questions — it cannot be trusted Ask AI a second time to confirm the recommendation before acting

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

Translating existing code from one programming language to another 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

An employee sends a client email that was AI-drafted and contains incorrect information. Who bears professional responsibility?

No one — errors from AI tools are treated as force majeure events The employee — they are responsible for the accuracy and appropriateness of anything they send, regardless of how it was drafted The AI tool provider — they provide the drafting service The employer — they allowed AI tool usage at work

A small business owner is considering three AI marketing tools, all with similar feature sets. Which evaluation question is MOST important for long-term cost management?

Which tool was most recently founded? What is the pricing at the volume I'll be using? (Many tools have low entry prices that become expensive at scale) Which tool has the best-designed user interface? Which tool has the most integrations in their marketplace?

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?

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 ChatGPT — by manually listing expenses in conversation A calendar reminder to do expense entry weekly instead of monthly

A small business wants to use AI for drafting responses to customer complaints that include customer names and order details. What is the simplest way to reduce privacy risk while still using AI?

Anonymize the data — replace the customer name with 'Customer' and describe the order generically — before sending to the AI tool Ask the AI not to store the customer's name after the session Use AI only on Tuesdays when server load is lower and data is more secure Never use AI for any customer-related communications

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

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?

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

A manager asks AI to 'rewrite this paragraph to sound more empathetic.' The AI produces a warm, caring-sounding response. What is the remaining risk before sending?

No risk — tone adjustment is a task AI handles reliably The AI will have removed all the key information from the paragraph Empathy-based language is prohibited in business communications The AI doesn't know the actual relationship — the rewritten tone may not match what the recipient expects from this person