AI at Work Quiz: Are You Getting the Most From AI Productivity Tools?

For which use case is IP legal review of AI-generated code MOST important?

A personal productivity script running only on your own laptop An internal team tool not shared outside the organization A commercial software product being distributed to customers, especially if it incorporates code from public repositories A learning project used to practice coding skills

A doctor uses AI diagnostic assistance for every patient case. Over two years, which professional risk should they actively manage?

The AI will eventually replace them entirely within two years Automation complacency — over-reliance may atrophy their independent diagnostic reasoning skills AI diagnostic tools will create legal liability because they are not FDA approved Other physicians will distrust the doctor for using AI assistance

Which of these professional tasks is LEAST reliably handled by current AI tools?

Translating a document into another language Summarizing a long email thread Generating a first draft of a project status update Making final strategic judgment calls that require understanding organizational politics and relationships

What is the core concern about capital vs. labor share in the AI economy?

Capital investors are banned from profiting from labor-displacing technologies AI companies are required to pay workers a share of AI-generated profits The concern is purely theoretical — historically all productivity gains flow immediately to workers If AI allows companies to produce more with fewer workers, productivity gains flow to shareholders rather than workers — potentially widening wealth inequality before (or without) flowing to broader consumer benefit

A financial analyst uses an AI tool to draft a client investment report. The report contains an inaccurate statement. The analyst submits it without review. Who bears professional responsibility?

The AI tool provider — they provided the drafting capability The client — they requested the report The analyst — they are accountable for work they submit, regardless of how it was generated No one — inaccuracies in AI-generated content are treated as errors outside human control

AI generates a login system for your vibe-coded app. What should you do before allowing real users to sign up?

Add a disclaimer to the signup page that the security is AI-generated Have a professional developer or security engineer review the authentication implementation before exposing it to real users Test it yourself by logging in successfully Nothing — AI-generated authentication is verified by the AI provider

Which of these is the most effective prompt for generating a useful competitive analysis?

'You are a market analyst. Compare the pricing, integrations, and enterprise support of ProductA and ProductB in a two-column table. Target audience: VP of Sales.' 'What do you think about these two products?' 'Tell me about ProductA and ProductB' 'Compare these products somehow'

What does 'chain-of-thought prompting' mean?

Sending multiple messages in sequence to build up a long conversation Instructing the AI to reason through a problem step by step before giving its final answer — which improves accuracy on complex tasks Asking the AI to repeat your question back before answering Providing several examples before the main task

A physical therapist develops a patient home-exercise tracking app for their specific protocol using vibe coding and sells it to other PT clinics. Which trend does this represent?

Open-source software replacing proprietary tools Enterprise software consolidation The shift from web to mobile applications Domain experts building and commercializing software for their field without hiring engineers

What is Nvidia's significance in the AI economy?

Nvidia primarily benefits from AI through its consumer gaming products Nvidia builds AI models that compete with OpenAI and Anthropic Nvidia produces the GPU chips that power AI training and inference at scale — making it a primary infrastructure beneficiary of all major AI development regardless of which AI products succeed Nvidia's AI role is limited to autonomous driving in its vehicles

Despite vibe coding dramatically lowering software creation costs, which competitive advantage does a software startup STILL need to succeed?

Proprietary programming languages exclusive to their platform A large engineering team to maintain the codebase Certification from a major cloud provider Distribution — the ability to reach customers and convince them to use the product

An analyst needs to quickly understand the key findings of a 40-page industry report. Which AI use case is most appropriate?

Document summarization — paste or upload the report and ask the AI for a structured summary of key findings Search for the report's conclusions using a general web search Ask AI to write an email about the report without reading it Use AI to generate a new industry report based on training data

What is the recommended career strategy for current software developers adapting to the AI coding era?

Transition to product management since coding will be fully automated Specialize exclusively in AI model training to avoid automation Avoid AI tools to differentiate yourself as a human-only coder Master AI coding tools to multiply your own productivity while deepening expertise in architecture, security, and system-level judgment

Which type of software business is MOST directly threatened by the rise of vibe coding?

Generic SaaS products that charge for solving common, well-defined problems — because users can now build custom versions cheaply Large enterprise software platforms serving Fortune 500 companies Operating systems and core infrastructure software AI model providers like OpenAI and Anthropic

Under current US Copyright Office guidelines, what is the copyright status of code generated entirely by an AI tool with no meaningful human creative contribution?

It is automatically copyrighted by the AI tool provider It is likely not copyrightable by the human user — purely AI-generated content without substantial human creative input lacks copyright protection It is in the public domain and can be freely used by anyone It receives standard copyright protection as a work made for hire

A freelance developer uses AI tools to write code for a client project. The client's contract says all work product is owned by the client. Who owns the AI-generated code?

No one legally owns AI-generated code The developer — they ran the AI tool and directed the output The AI tool provider — they created the underlying generation capability The client — the contract's work-for-hire clause governs ownership regardless of how the code was generated

What is the safest approach to user authentication in a vibe-coded application accessible by others?

Use a vendor-provided authentication service (e.g., Auth0, Google Sign-In, Firebase Auth) rather than relying on AI-generated auth code Generate authentication code entirely through vibe coding and test it yourself Authentication is unnecessary for small applications Require users to create an account but skip password requirements

You ask an AI to write a project risk assessment and receive a generic, shallow response. What is the best next step?

Switch to a different AI tool — this one is too weak for business tasks Iterate with a more detailed follow-up: provide the specific project context, the type of risks to focus on, and the format you need Accept the generic output and edit it heavily yourself Ask the AI the same prompt a second time without changes

What historical barrier to custom software development is most directly reduced by vibe coding?

The cost and time required to build a functional application — reduced from months and $50K+ to days and minimal cost The difficulty of getting users to adopt new software The cost of cloud hosting and infrastructure The time required to get regulatory approval for software products

A product manager wants AI to identify weaknesses in a business case. Which prompting technique is most effective?

Tell the AI the business case is strong to encourage positive framing Persona assignment — 'Act as a skeptical CFO reviewing this business case. Identify the three weakest financial assumptions.' Ask for a step-by-step summary of the document without specifying the feedback goal Ask the AI to 'improve' the business case without specifying what type of feedback is wanted