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

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

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 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 is only relevant for businesses with over $1 million in revenue 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?

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

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 Never use AI for any customer-related communications 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

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

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 Could this task be done by a machine if the machine had the right inputs? If yes, automation is likely viable

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

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

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

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

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?

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 Calendly to schedule the contract signing meeting and collect payment ChatGPT to negotiate the contract terms automatically

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 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

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 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?

ChatGPT — by manually listing expenses in conversation 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

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

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

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

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

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?

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 Free AI tools automatically encrypt all submitted data No risk — small accounting firms are exempt from data confidentiality regulations

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?

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 Chatbots don't count as HIPAA-covered technology — only EHR systems do A standard terms of service acceptance by the clinic is sufficient

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 Managing team schedules and vacation requests Creating AI chatbots for customer service Building mobile apps using natural language

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

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?

Access the restaurant's sales data automatically from QuickBooks 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 Predict with certainty whether the new item will be popular

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