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

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?

A spreadsheet that clients fill in with their preferred times 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 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 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 Whether fine-tuning on small business data produces measurably better results

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

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 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 employer — they allowed AI tool usage at work

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?

Implement the AI's recommendation directly — ChatGPT knows current tax law 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

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

Submit the code to a human developer for review and refinement 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

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

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

A small law firm uses an AI document tool that stores all case materials. They are considering switching providers. What vendor-related risk should they have addressed during onboarding?

Whether the new provider offers a lower price Whether the AI was trained on legal documents Whether case documents can be exported in standard formats — allowing migration without data loss if they switch providers Whether the existing provider offers referral discounts

What is Zapier most commonly used for by small businesses?

Automating workflows between apps — triggering actions in one app when something happens in another, without coding Building mobile apps using natural language Managing team schedules and vacation requests Creating AI chatbots for customer service