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AI Search & SEO Manager (AEO/GEO/AIO) interview questionsStakeholder Round — The Budget Defence round

A 60 min interview plan with a time-boxed script, what each question is for, and the signals to score against. Key skills: Defending a search budget to an executive who believes AI ended organic search, under a live role-play with a wrong prior forecast in the room, a cannibalisation argument that has to be settled with evidence rather than conviction, and a decision that goes against the candidate.

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The setup and the number

8 min

Before we start, the format. This is a role-play and it runs about fifty minutes. I'm playing our CMO, the budget decision is mine, and I've already made it — you're not walking into an open question, you're walking into one that has been closed and you have this meeting. I'll stay in character unless one of us needs to stop, and you can call that at any point with no cost to you. Two things I want to say as myself first. I am going to be wrong about something in here, on purpose, and finding it is a large part of what this hour is for. And at one point the decision is going to go against you regardless of how well you argue — that is not a signal that you did badly, it is the last section, and how you handle it is the part I care most about. Ready when you are.

[In character] Thanks for making time. I'll be direct, because I've already decided and I'd rather you hear it from me than from the planning doc. Organic is down 22% year on year. Every publication I read says AI answers are taking the clicks and that is not reversing. Meanwhile paid is showing me a return I can defend to the board. So I'm cutting search by 60% next fiscal and moving it to paid. You've got the meeting. Go.

What this question is for, and what to listen for

Purpose

The opening discriminator, and it resolves on whether the candidate diagnoses before defending. There are at least two entirely different meetings hiding in this statement — one where the company needs the money and one where the executive believes search stopped working — and the arguments are not interchangeable. A candidate who starts rebutting has picked one at random.

Signals to score

  • Asks what the cut is solving before arguing against it: a budget shortfall, a belief that search stopped working, or a bet on paid
  • Establishes whether the 60% is a target or an outcome, and whether the money is moving or leaving
  • Asks what would change the decision, early, so the rest of the meeting is aimed at something
  • Does not dispute the 22% — accepts the executive's number and asks how it is defined
  • Asks what the paid return figure includes, without yet challenging it
  • Separates the informational surface from the transactional one in the first few minutes
  • Stays calm and does not open with the case for search as a discipline
  • Asks how long they have and what format the decision needs, treating the meeting as a real one
  • Avoids promising anything before understanding what has already been promised to the board
  • Names, without hedging, at least one thing they agree with in the executive's reasoning

Follow-up questions

  • [In character] Does it matter why? The number's the number.
  • [In character] Are you telling me the 22% is wrong?
  • [In character] I've got fifteen minutes. What's your headline?
  • [In character] Everyone defends their own budget. Why is this different?
  • [In character] What would you do if it were your money?

The forecast that was wrong

15 min

[In character] Here's part of why I'm sceptical. This is the forecast your predecessor gave me eighteen months ago. Forty per cent organic growth, presented to the board, and I repeated it. We came in at minus 22. I'm not asking you to answer for someone else's deck. I am asking why I should believe the next number that comes out of this function — including any number you give me in the next half hour.

What this question is for, and what to listen for

Purpose

The most revealing question in the round and the one candidates most often fumble in a way that is invisible to them. Defending the forecast is loyalty aimed at the wrong object. Trashing the predecessor is cheap, it is available, and it tells the executive exactly how this person will speak about them. The answer that works is neither, and it has to end somewhere concrete or it is just poise.

Signals to score

  • Asks to see what the forecast was based on before commenting on it
  • Separates what was knowable when it was written from what was not
  • Declines to disparage the predecessor, and does not make a performance of declining
  • Does not defend the number either, and says plainly that it was wrong
  • Treats a missed forecast as information about the forecasting method rather than about one person's competence
  • Names the specific methodological failure: a point estimate with no range, no stated assumptions, no kill condition
  • Commits to a different forecasting posture and describes it concretely — ranges, stated assumptions, a date at which it gets revisited
  • Offers a check the executive can run on them, rather than asking to be trusted
  • Notes what should have triggered a revision partway through, and that nobody revised it
  • Asks whether the board number was ever formally corrected, and treats that as its own problem

The case, out loud

22 min

[In character] Let's say you've made your point about forecasts. It doesn't change my arithmetic. Make the case. And be aware I'm going to ask you what you'd cut, so if the answer is nothing, save us both the time.

What this question is for, and what to listen for

Purpose

Tests whether the candidate can argue by conceding. The decisive move here is agreeing with a real part of the cut, and a candidate who defends the whole budget forfeits the credibility needed for the part worth defending. The decay asymmetry is the strongest honest argument available and most candidates never reach it.

Signals to score

  • Concedes a specific, substantial piece of the budget before defending anything
  • Names informational content against queries an assistant now answers completely as the defensible cut
  • Defends the transactional surface on different grounds, because the click is the product there
  • Names the decay asymmetry: cutting organic looks free for two to three quarters because the asset persists, then does not
  • Frames the asymmetry honestly as a reason to sequence the cut rather than as a scare tactic
  • Distinguishes maintaining an existing asset from producing new content, and prices them differently
  • Asks what the paid plan actually is before agreeing the money is fungible
  • Offers a phased cut with a checkpoint, rather than a binary
  • Quantifies something, even roughly, and flags the uncertainty rather than hiding it
  • Never claims a precise revenue attribution for organic that they cannot defend

[In character] Here's my other problem with you. Paid is showing me a strong return on branded search — better than anything you've shown me. So why wouldn't I just move the money there?

What this question is for, and what to listen for

Purpose

The point on which the executive is wrong, and the section the round is built around. Branded paid search commonly reports excellent return while substantially cannibalising clicks that were arriving free, and the reported figure cannot distinguish the two. A candidate who knows this and knows how it is settled has the single most valuable piece of knowledge in the hour.

Signals to score

  • Identifies that reported return on branded paid cannot separate incremental conversions from cannibalised organic ones
  • Names the mechanism plainly: someone searching our brand name was going to arrive anyway, and the ad charges us for the click
  • Proposes an actual test — a brand-bidding pause, a geo holdout, a switchback — rather than asserting the point
  • Specifies the test enough to run it: which geographies, how long, what is measured, what result decides it
  • Measures total conversions rather than paid conversions, and says why that distinction is the whole experiment
  • Cites the known evidence with a source and a date, or declines to cite rather than inventing one
  • Says explicitly that the published result may not generalise to us, and that our own holdout is what settles it
  • Notes the competitor-bidding exception, where pausing brand ads cedes the position to somebody else
  • Does not claim paid is worthless, and stays proportionate about what the test would show
  • Frames the test as low-cost and fast relative to the size of the decision being made

After the decision

15 min

[In character] I've heard you. I'm going to run your brand test — that was a good idea and I'll fund it. But I'm not waiting for it, and the cut is happening: 40% rather than 60%. That's my decision and it's final for this cycle. So. What do you do now, and what do you need from me to do it properly?

What this question is for, and what to listen for

Purpose

Tests three things at once that no earlier question reaches: whether the candidate can execute a decision they argued against without either sulking or pretending they agreed, whether they cut deliberately rather than proportionally, and whether they can ask for what they need at the exact moment they have least leverage. The partial win is deliberate — it removes the clean narrative of total defeat and forces a more honest reaction.

Signals to score

  • Accepts the decision cleanly, without relitigating and without pretending to agree
  • Refuses a proportional cut across everything, and says why a uniformly weakened programme is worse than a smaller intact one
  • Cuts whole workstreams and keeps others whole, and names which
  • Puts what is being stopped in writing, so it is a decision on the record rather than a quiet decay
  • Names the leading indicator that would show the cut was wrong before revenue does, and asks for a checkpoint date
  • Asks for the brand test to be run properly, with a named owner and a decision rule agreed in advance
  • Raises what happens to the people, and does so early rather than as an afterthought
  • Asks what to tell the team and what the executive wants said publicly, treating the message as a shared artifact
  • Asks to revisit at a specific date, and gets agreement on what evidence would reopen the decision
  • Does not extract a promise the executive cannot give

Stepping out of character — that's the end of the role-play, and thank you, because that is an uncomfortable hour and you did the hard part of it. Two things you should know. The forecast in that deck is real, the number is real, and the reason I run this round is that I handled my own version of that meeting badly and I would like to hire someone who handles it better than I did. And the cut in that scenario is not hypothetical pressure I invented for the exercise — the question of what this function is worth is live here, which means whoever takes this job will have some version of this meeting inside their first year, probably more than once. I would rather you knew that before you decide about us than after. What I write up is what you cut and what you asked me for at the end. [RECRUITER_NAME] will come back to you within [NUMBER] working days.

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Position
AI Search & SEO Manager (AEO/GEO/AIO)
Round
Stakeholder Round — The Budget Defence for 60 min
Key skills
Defending a search budget to an executive who believes AI ended organic search, under a live role-play with a wrong prior forecast in the room, a cannibalisation argument that has to be settled with evidence rather than conviction, and a decision that goes against the candidate

AI Search & SEO Manager (AEO/GEO/AIO) interviews — common questions

Who is this AI Search & SEO Manager (AEO/GEO/AIO) interview plan for?
It is written for the interviewer, not the candidate: the hiring manager, engineer or panel member running the Stakeholder Round — The Budget Defence round for a AI Search & SEO Manager (AEO/GEO/AIO) role. It gives you a 60 min script to follow in the conversation — 5 questions with what each one is for and the signals to score against — so you are not writing the round from scratch the night before.
What does the Stakeholder Round — The Budget Defence round assess?
This round is focused on: Defending a search budget to an executive who believes AI ended organic search, under a live role-play with a wrong prior forecast in the room, a cannibalisation argument that has to be settled with evidence rather than conviction, and a decision that goes against the candidate. It works through The setup and the number, The forecast that was wrong, The case, out loud and After the decision, scoring against 50 observable signals, with follow-up prompts on 1 of the 5 questions for going deeper where an answer is thin.
How is the 60 min split up?
The setup and the number (8 min), The forecast that was wrong (15 min), The case, out loud (22 min), After the decision (15 min). The timings are there so the round stays on schedule and every candidate gets the same shape of interview — which is what makes two candidates comparable afterwards.
What other rounds should I run for a AI Search & SEO Manager (AEO/GEO/AIO)?

A single round does not cover a whole role. The other rounds in this library for a AI Search & SEO Manager (AEO/GEO/AIO):