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

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?

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 most integrations in their marketplace? Which tool was most recently founded? Which tool has the best-designed user interface?

A small physical therapy clinic wants to use an AI scheduling chatbot on their website. Patients will input their names, contact info, and appointment reasons (which may reference medical conditions). What is required before deploying the chatbot?

HIPAA only applies to clinics with more than 20 employees Chatbots don't count as HIPAA-covered technology — only EHR systems do A Business Associate Agreement (BAA) with the chatbot provider, since the chatbot may process Protected Health Information under HIPAA A standard terms of service acceptance by the clinic is sufficient

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 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 improvement will be visible to the business within 30 days Whether fine-tuning on small business data produces measurably better results Whether the model will be available to the business for download

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

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

What is the most effective first step when asking an AI to write a professional email on your behalf?

Use the AI's default style so it doesn't sound AI-generated Ask for the email without context and then copy it directly Provide the context — who the recipient is, what the goal is, and what tone is appropriate — before asking for a draft Write the email yourself first, then ask AI to make it longer

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

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 Python IDLE — a standard Python development environment

A small accounting firm uses the free version of an AI chatbot to help draft client financial summaries. The summaries include client names and income figures. What is the primary data risk?

Free AI tools automatically encrypt all submitted data The AI chatbot will share client financial data with the IRS No risk — small accounting firms are exempt from data confidentiality regulations Free-tier AI tools may use inputs for model training, potentially exposing client financial data — this likely violates professional confidentiality obligations

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?

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 Ignore AI entirely for financial questions — it cannot be trusted Implement the AI's recommendation directly — ChatGPT knows current tax law

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 Empathy-based language is prohibited in business communications The AI will have removed all the key information from the paragraph The AI doesn't know the actual relationship — the rewritten tone may not match what the recipient expects from this person

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

The AI tool provider — they provide the drafting service The employer — they allowed AI tool usage at work 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