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

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

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 The AI tool provider — they provide the drafting service

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 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 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 DocuSign or HelloSign for e-signature + Stripe for automated payment collection + Zapier to connect form submission to triggering both QuickBooks to generate an invoice that automatically becomes a signed contract

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?

Xero's API for developer-automated accounting An accounting tool like QuickBooks, FreshBooks, or Wave that automatically categorizes bank and card transactions and organizes them by category ChatGPT — by manually listing expenses in conversation A calendar reminder to do expense entry weekly instead of monthly

Which of these vendor claims is a RED FLAG suggesting a tool may not have meaningful AI capability?

'AI-powered' prominently featured in marketing but no specific explanation of what the AI does in the product The vendor has raised venture capital funding The tool requires a free trial signup before showing pricing The tool integrates with Zapier

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?

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

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

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 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

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?

Predict with certainty whether the new item will be popular Provide guaranteed advice on pricing strategy under local restaurant law 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

What is Zapier most commonly used for by small businesses?

Managing team schedules and vacation requests 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

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 Ignore AI entirely for financial questions — it cannot be trusted 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

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 existing provider offers referral discounts 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

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 is only relevant for businesses with over $1 million in revenue AI tools create cash flow reports by scraping competitor financial data 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

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

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?

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

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

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

What does SOC 2 certification indicate about an AI tool vendor?

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

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

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

Andrej Karpathy coined it to describe building software by describing what you want in natural language, with AI writing the code Linus Torvalds coined it to describe open-source collaborative development 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 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 was most recently founded? Which tool has the best-designed user interface? 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)