AI interview questions for non-technical roles.

AI interview questions for designers

46% of design ads ask for AI.

1. 1 Show me a prototype you made with AI. What did you change by hand, and why?
   ✓Names what the AI got wrong: spacing, states, real content.
   ✕“It was basically done.”
2. 2 The AI gives you ten concepts in a minute. How do you pick one?
   ✓Goes back to the user problem and the constraints, and cuts most of them.
   ✕Picks the prettiest.
3. 3 When does an AI prototype mislead the people you show it to?
   ✓When it looks finished and isn’t: fake data, no error states, no edge cases.
   ✕Never thought about it.
4. 4 What design work do you still do without AI?
   ✓A clear answer with a reason, such as talking to users.
   ✕“None.”

AI interview questions for finance hires

29% of finance ads ask for AI.

1. 1 The AI’s variance analysis ties out. What do you still check?
   ✓Checks it against the ledger, checks that the drivers make sense, looks for one-off items.
   ✕“It ties out, so it’s right.”
2. 2 Which numbers would you never let AI produce without a second source?
   ✓Anything that goes to the board, the auditors or a filing.
   ✕Can’t name any.
3. 3 Tell me about a close task you made faster with AI. What broke the first time?
   ✓A specific task, what failed, and the control they added.
   ✕Only says it saved time.
4. 4 What finance data won’t you put into an AI tool?
   ✓Knows the company’s rules and names what’s sensitive: payroll, unreleased results, bank details.
   ✕Hasn’t thought about it.

AI interview questions for people and recruiting

30% of people and recruiting ads ask for AI.

1. 1 Where does your own judgment stay in screening, even with AI?
   ✓Names the decisions they make themselves: who is rejected, who gets a second look.
   ✕Lets AI rank and reject.
2. 2 The AI writes a sourcing message that gets replies. How do you know it isn’t overselling the role?
   ✓Checks every claim against the job and the hiring manager.
   ✕Judges it by reply rate alone.
3. 3 How do you check an AI summary of an interview before it goes to the hiring manager?
   ✓Compares it with their notes, and watches for words the candidate never said.
   ✕Forwards it as it comes.
4. 4 What would you never put into an AI tool about a candidate or an employee?
   ✓Health, pay, performance issues, anything the company’s rules keep out.
   ✕Hasn’t thought about it.

AI interview questions for legal and compliance

26% of legal and compliance ads ask for AI.

1. 1 The AI’s contract summary says there’s no liability cap. What do you do?
   ✓Reads the clause, and the definitions it points to.
   ✕Puts it in the memo.
2. 2 How do you check a case or regulation the AI cites?
   ✓Opens the source every time.
   ✕Trusts citations that look right.
3. 3 Which legal work do you never hand to AI?
   ✓The judgment calls: advice, risk decisions, anything a lawyer signs.
   ✕All of it or none of it.
4. 4 How do you keep privileged material safe when you use AI?
   ✓Knows which tools are approved and what stays out.
   ✕Unsure what the tool keeps.

AI interview questions for operations

26% of operations ads ask for AI.

1. 1 Tell me about an automation you built with AI. How do you know it still works?
   ✓Names the check that runs, and what happens when it fails.
   ✕“It just runs.”
2. 2 What’s the difference between AI-assisted work and work you’d put your name on?
   ✓The checks they ran in between.
   ✕No difference.
3. 3 When should an automation stop and hand over to a person?
   ✓Clear rules: money, exceptions, anything a customer sees.
   ✕Never.
4. 4 What manual task did you decide not to automate, and why?
   ✓A reason: too rare, too risky, or the rules change too often.
   ✕Automates everything.

AI interview questions for customer support and success

20% of customer support and success ads ask for AI.

1. 1 The AI drafts a reply that sounds right. What do you check before you send it?
   ✓The facts in it: the customer’s plan, the product, the policy.
   ✕Checks the tone only.
2. 2 Tell me about a time an AI answer to a customer was wrong. How did you catch it?
   ✓A specific case, and the check.
   ✕Can’t name one.
3. 3 When should a customer get a person instead of the AI?
   ✓Upset, high value, about money, or the AI has already failed once.
   ✕“Only if they ask.”
4. 4 How do you use AI on account data before a renewal call?
   ✓Uses it to find signals, then checks them in the source system.
   ✕Reads out the AI summary.

AI interview questions for sales

17% of sales ads ask for AI.

1. 1 Show me an AI-written outreach email you sent. What did you change?
   ✓Cut the generic lines and added something only they knew about the account.
   ✕Sent it as written.
2. 2 The AI’s account research says the company just raised money. What do you do?
   ✓Finds the source before using it.
   ✕Opens the email with it.
3. 3 How do you stop AI personalization from sounding like everyone else’s?
   ✓A real reason to write now, in their own words.
   ✕Doesn’t think it does.
4. 4 What part of a deal do you never hand to AI?
   ✓The relationship: calls, negotiation, reading the room.
   ✕“None.”

Answers can be rehearsed. A real task can’t.