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Customer case study · Finance · A large AI company

How a Finance Leader Reached the Next Round for a Data-Center FP&A Role

TL;DR: A senior finance professional with an investment background used Revarta for 10 mock interviews over five days while preparing for a data-center FP&A role at a large AI company. The coach found they were answering from an investor's seat: a divestment story where the question called for an operator managing a partner's costs, and modeling work they never clearly claimed as their own. Their average coach score rose from 4.05 in their first two sessions to 4.65 in their last two, and they advanced to the next round.

Scored sessions
10
Span
5 days
First → latest score
4.05 → 4.65
Best session
4.8

Outcome: Advanced to the next round

Coach score by sessionEach point is one scored practice session, in order. Gridlines mark scores 1–5.
Session 1: 3.8Session 2: 4.3Session 3: 3.7Session 4: 3.5Session 5: 4.3Session 6: 4.1Session 7: 4.2Session 8: 3.4Session 9: 4.8Session 10: 4.5
Session 1Session 10

Session 1: 3.8 · Best session: 4.8 · Session 10: 4.5

View scores as a table
SessionCoach score
13.8
24.3
33.7
43.5
54.3
64.1
74.2
83.4
94.8
104.5

At a glance: what the coach flagged

  • An investor-seat story where the question asked for an operator-seat one
  • Hands-on modeling work not clearly claimed as their own
  • Expertise not grounded in the monthly FP&A rhythm
  • Missing operating metrics, capex implications and downside scenarios

Background

This candidate was a senior finance professional with an investment background. They were interviewing for an FP&A role at a large AI company, covering data-center finance and strategic initiatives.

On paper, the two jobs overlap. Both involve models, capex and power. But an investor judges an asset from the outside, and an operator lives inside its monthly numbers. The interviewers would be listening for which of those two people was talking.

The challenge

Their scores started high, so the gap didn't show up as a low number. It showed up in the stories they chose.

Asked about a contract or cost dispute with a partner, they answered with a story about a divestment. It was a strong story, told from the wrong seat. The coach said so directly: the question needed an example from an operator, someone managing the relationship and the costs day to day.

The coach also noticed that their own role in the modeling work stayed vague. If they had built the models themselves, it asked them to say so plainly.

Early on, two sessions in a row dropped below their opening score. The experience was there. The framing kept pointing back to the investor's desk.

What they did

They stopped waiting for the right questions to come up. They wrote their own question sets around what they expected the hiring manager to probe, and practiced against those.

That was the turning point. The first custom set brought their score back above where they had started, and they came back to custom sets later in the week.

The coach kept returning to the operator seat across sessions. Over time, its notes went further than which seat a story came from. They asked for the details of that seat:

  • the monthly budget-versus-actuals review and invoice tracking
  • data-center operating metrics like PUE and capacity scaling
  • the capex implications of a decision
  • what the downside looked like if things went wrong

The results

The progress wasn't smooth. On the fourth day, a practice set scored 3.4. The recruiter screen right after it scored 4.8, their best session of the week.

Across the five days, their average coach score went from 4.05 in their first two sessions to 4.65 in their last two. The coach's rating of how confident they sounded rose from 4.1 to 4.9.

They told us they advanced to the next round.

What other finance leaders can take from this

Check which seat your story comes from. If you are moving from investing, banking or consulting into an operating role, your best stories may be told from the outside. Before the interview, go through each one and ask whether you advised on the decision or lived with its results.

Claim the work you did. "We built the model" is a habit. If you built it, say so. The financial manager interview guide covers the questions that test this.

Show the monthly rhythm. Operator FP&A is budget versus actuals, forecasts, invoices and variance explanations. Naming those routines shows you have done the job, not just studied it.

Write the questions you expect. If you have a good read on what a hiring manager will probe, practice against those questions directly. Our career change interview guide goes further on reframing experience from one seat to another.

If you are making the same move, you can practice your operator-seat stories out loud on Revarta before the real conversation.

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Vamsi Narla

Built by a hiring manager who's conducted 1,000+ interviews at Google, Amazon, Nvidia, and Adobe.