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

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?

The AI will have removed all the key information from the paragraph No risk — tone adjustment is a task AI handles reliably 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

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

What is the key question to ask when evaluating which small business tasks to automate?

Could this task be done by a machine if the machine had the right inputs? If yes, automation is likely viable How much does it cost to buy the automation tool? Does the task require creativity, and if so, automation is required Would my competitors approve of automating this task?

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?

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

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?

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

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 Ask AI a second time to confirm the recommendation before acting Ignore AI entirely for financial questions — it cannot be trusted Implement the AI's recommendation directly — ChatGPT knows current tax law

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

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 No one — errors from AI tools are treated as force majeure events The employer — they allowed AI tool usage at work

What is the vibe coding 'loop' after you receive an initial AI-generated app?

Deploy to production immediately and gather user feedback Open the source code, fix bugs manually, then ask AI to add features Test the output, describe what needs to change in natural language, let AI revise, and repeat Submit the code to a human developer for review and refinement

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

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

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