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

Who coined the term 'vibe coding' and what does it describe?

Linus Torvalds coined it to describe open-source collaborative development Andrej Karpathy coined it to describe building software by describing what you want in natural language, with AI writing the code Sam Altman coined it to describe OpenAI's internal development methodology It emerged from Reddit and has no single author — it describes using AI to debug code

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

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

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 Provide guaranteed advice on pricing strategy under local restaurant law Access the restaurant's sales data automatically from QuickBooks Predict with certainty whether the new item will be popular

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 does SOC 2 certification indicate about an AI tool vendor?

The vendor has undergone an independent security audit verifying their security controls, data availability, processing integrity, and confidentiality The vendor stores data in the US and is subject to US law The vendor is approved by the US government for handling classified data The vendor's AI models are certified as bias-free

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 Would my competitors approve of automating this task? How much does it cost to buy the automation tool? Does the task require creativity, and if so, automation is required

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 Reviewing AI-generated code line by line for security vulnerabilities Writing the core logic while AI handles boilerplate formatting

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 A calendar reminder to do expense entry weekly instead of monthly Xero's API for developer-automated accounting ChatGPT — by manually listing expenses in conversation

A freelance designer wants to automate the process of getting a new client to sign a contract and pay a deposit. Which combination of tools enables this?

ChatGPT to negotiate the contract terms automatically Calendly to schedule the contract signing meeting and collect payment QuickBooks to generate an invoice that automatically becomes a signed contract DocuSign or HelloSign for e-signature + Stripe for automated payment collection + Zapier to connect form submission to triggering both

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 doesn't know the actual relationship — the rewritten tone may not match what the recipient expects from this person The AI will have removed all the key information from the paragraph

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

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 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 Cash flow forecasting predicts stock market returns for a small business investment portfolio

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

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 A standard terms of service acceptance by the clinic is sufficient HIPAA only applies to clinics with more than 20 employees Chatbots don't count as HIPAA-covered technology — only EHR systems do

What is Zapier most commonly used for by small businesses?

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

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?

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

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

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

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

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

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

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?

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