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

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

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

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 Use the AI's default style so it doesn't sound AI-generated Write the email yourself first, then ask AI to make it longer

A restaurant owner uses QuickBooks and wants to know whether they should add a new menu item. How can AI most helpfully assist this decision?

Help analyze the food cost percentage, compare to current menu margin benchmarks, and model the break-even and revenue impact — as a thinking aid, not a final decision Access the restaurant's sales data automatically from QuickBooks Provide guaranteed advice on pricing strategy under local restaurant law Predict with certainty whether the new item will be popular

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 Never use AI for any customer-related communications Use AI only on Tuesdays when server load is lower and data is more secure

What is 'cash flow forecasting' and how do AI tools help small businesses with it?

Cash flow forecasting predicts stock market returns for a small business investment portfolio Cash flow forecasting predicts when money will come in and go out; AI tools analyze past patterns and outstanding invoices to project future balances automatically AI tools create cash flow reports by scraping competitor financial data Cash flow forecasting is only relevant for businesses with over $1 million in revenue

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?

Send it — AI models only include verified statistics 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

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

A personal trainer spends 5 hours per week trading emails to schedule client sessions. What AI-powered solution most directly eliminates this?

An AI chatbot that discusses scheduling via email but still requires the trainer to confirm each booking An AI tool that analyzes the emails and suggests responses A scheduling tool like Calendly that lets clients book directly based on the trainer's availability — eliminating scheduling email threads entirely A spreadsheet that clients fill in with their preferred times

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