Example data · fictional applicant

Sample AI interview report

An AI interview report is what Career1 sends the hiring team after each applicant's spoken interview of about eight minutes: a match score against the job, a hire recommendation, verified and unproven skills, strengths, risks, questions for your own interview, the full transcript and the video recording. Below is one complete example, for a fictional applicant.

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The role
Customer Success Manager. B2B software. Owns onboarding and renewals for about 50 mid-market accounts, and carries an expansion target.
The applicant
Jamie Example. Fictional, and so is every answer below: this interview never took place.
The interview
About eight minutes, spoken. In the browser, no scheduling. Questions came from the role and the resume, with follow-ups.

Example report · a fictional applicant

← Applicants · Customer Success Manager

Jamie Example

jamie@example.com · Remote

Screening answers
How many accounts do you manage today?
About 60, mostly mid-market.
Notice period
Four weeks.

Interview recording

The candidate's own camera and both sides of the conversation

In a real report, the applicant's video recording plays here. This example has none, because the applicant is fictional.

Executive summary

Jamie is an experienced mid-market CSM who became specific and credible once pressed. The churn claim held up with numbers, from about 14% to 9% gross revenue churn over twelve months, and Jamie volunteered that a pricing change contributed. The save of an at-risk account after a champion left was concrete and well judged. The health-score claim on the resume was not substantiated, and Jamie has not owned expansion revenue, which this role requires.

Background

Five years in customer-facing roles at two B2B software companies: two in support, then three as a CSM with a book of about 60 mid-market accounts covering onboarding and renewals.

Match Hire
81%

Match against the job description, from the interview itself — not just the resume.

Technical depth72
Communication86
Problem solving80
Experience fit78
Culture fit84

Skill verification

Churn reduction Verified

"Gross revenue churn on my book was about fourteen percent annualised when I took it over, and about nine percent twelve months later."

Onboarding design Verified

"I rebuilt the first thirty days so every new account had a named admin and a first workflow live by day fourteen."

Customer health scoring Claimed, unproven

"Our ops team maintained the formula... I couldn't tell you the exact weights."

Expansion selling Observed

"I haven't run the commercial conversation myself."

Strengths

  • +Quantified retention impact when pressed (about 14% to 9% gross revenue churn in twelve months) and separated it from the effect of a pricing change.
  • +Concrete recovery of an at-risk account: rebuilt the relationship with a new operations lead and finance manager, renewed at ten seats of twelve, and drew a specific lesson from it (three named contacts per account).
  • +Turned a refused custom integration into a same-day workaround with the existing API, then documented it for other customers.

Risk factors

  • !The health-scoring work on the resume is overstated: two answers stayed general and Jamie confirmed the ops team owned the formula.
  • !Has not owned expansion revenue; this role carries an expansion target.
  • !First answers were vague ("really proactive", "get the right people involved") and only became specific when followed up.

Missing skills

  • Ownership of expansion or upsell targets
  • Hands-on design of a customer health score

Why this recommendation

The core of the role, onboarding and renewals for a mid-market book, is demonstrated with specifics: churn numbers with a stated period, a named onboarding milestone, a reasonable if informal cohort comparison, and a recovered account with a realistic outcome. Communication is strong and Jamie is candid about what they did not do, which makes the rest of the evidence easier to trust. Against that, the role carries an expansion target Jamie has never owned, and the health-score claim did not survive two follow-ups. Recommended as a hire for the renewal side of the role, with expansion readiness as the main question for the next interview.

Ask these in your human interview

  1. Walk me through a customer health score you would build here: which inputs, how they are weighted, and what score triggers outreach?
  2. Of the churn improvement on your book, how much do you attribute to your onboarding changes and how much to the pricing change?
  3. Take one of the expansion opportunities you flagged last year. How would you have run the commercial conversation yourself?
  4. Tell me about a renewal you lost. What did you see too late?
  5. With 50 accounts and three at risk in the same week, how would you divide your time?

Full transcript

AI

Hi Jamie, thanks for making the time. I'm Alex, and I'll be running this first interview for the Customer Success Manager role. It takes about eight minutes and it's a conversation, so there's no rush. Could you start by telling me a bit about yourself and what you're doing now?

J

Sure. I've been in customer-facing roles for about five years. I started in support at a B2B software company, moved into customer success there, and for the last three years I've been a CSM at a workflow software company. I look after around sixty mid-market accounts, mostly onboarding and renewals, and I'm looking for a team where success is a bit more strategic.

AI

Got it. Your resume says you reduced churn significantly in your book. What did that look like?

J

Yeah, churn was a big focus for me. I was really proactive with my accounts, checking in regularly and making sure they were getting value, and churn came down a lot over the year.

AI

When you say it came down a lot, what were the numbers before and after, and over what period?

J

Fair question. Gross revenue churn on my book was about fourteen percent annualised when I took it over, and about nine percent twelve months later. I should say part of that was a pricing change the company made that year, which moved some smaller customers onto annual contracts. The part I'd claim is onboarding: I rebuilt the first thirty days so every new account had a named admin and a first workflow live by day fourteen.

AI

Helpful. How did you know the onboarding change was working, and not just the pricing change?

J

I compared accounts that went through the new onboarding with ones onboarded before it, on the same contract type. The new group had noticeably fewer cancellations in the first six months. It wasn't a controlled test, but the gap held for three quarters.

AI

Your resume also mentions building a customer health score. How did it work?

J

We looked at usage, support tickets and sentiment, and combined them into a red, amber, green score, so we could see which accounts needed attention.

AI

How were those inputs weighted, and what exactly moved an account from amber to red?

J

Honestly, our ops team maintained the formula. I suggested what went into it and I used it every week, but I couldn't tell you the exact weights. Red was roughly when logins dropped and tickets went up at the same time.

AI

Thanks for being straight about that. Say a customer's main champion leaves and usage drops by half. What do you do?

J

I'd get the right people involved quickly and make sure the customer sees the value again.

AI

Who are the right people, specifically, and what would you show them? If it's happened to you, walk me through the real one.

J

It happened last spring. Our champion at a logistics customer left, and weekly active users fell from about forty to eighteen in a month. I found the new operations lead, booked thirty minutes with her and their finance manager, and instead of a feature demo I showed them the three reports their team had stopped running and what those reports had saved them the quarter before. Then I ran two short training sessions for the new users. They renewed, a bit smaller: ten seats instead of twelve.

AI

Looking back, what would you do differently on that account?

J

I'd have had more than one relationship there before the champion left. Our admin and our sponsor were the same person. Now I aim for three named contacts per account by the first renewal: the admin, a sponsor, and someone in finance, because finance is who asks what the tool costs the moment a champion leaves.

AI

Got it. This role also carries an expansion target. Tell me about an upsell you drove yourself.

J

In my current role expansion goes to the account executives. I flag opportunities, I think about ten last year, but I haven't run the commercial conversation myself. It's something I want to do more of.

AI

Understood. Tell me about a time you disagreed with a customer or with your own team. How did it end?

J

A customer wanted a custom integration built for free as a condition of renewing, and our product team said no. I didn't want to just pass on a no, so I asked what they actually needed, which was a nightly export into their finance system. I showed their admin how to do it with our existing API and a scheduled job. It took an afternoon, they renewed, and we turned the steps into a help article.

AI

That's all my questions. Is there anything you'd like the team to know that we didn't cover?

J

Just that I'd like to own renewals and expansion together. I think those two conversations are closer than most companies treat them.

AI

Thanks, Jamie, I appreciate the detail. The team will review the interview and be in touch about next steps. Take care.

How to read this report

The report does the first pass and shows its working. Career1 does not make the hiring decision: who moves forward, who is hired and what they are offered stays with your team.

Match is fit for this job
The ring is how well the applicant fits this job description, judged from what they said in the interview rather than from the resume alone. It turns green at 80, amber from 60 to 79, and red below 60.
The recommendation is a first read, not a verdict
Strong Hire, Hire, Maybe or No Hire tells you where to start reading. It is written from an eight-minute conversation, and the reasoning is printed under it so you can disagree with it.
The score ranks; it does not pass or fail
Each report also carries an overall interview score out of 100, which sorts your interviews list best first. This example scored 79. There is no pass mark, and a score is not a prediction of how someone will do the job.
Verified means shown, not listed
Under skill verification, Verified means the interview demonstrated the skill. Claimed, unproven means the resume lists it and the interview did not bear it out. Observed marks a skill that came up but was neither on the resume nor demonstrated.
Check any conclusion against the evidence
Strengths and risks point at what was said, and the transcript and recording sit in the same report. A score you can't inspect is one you can't argue with.
Your next interview starts from the gaps
The questions at the end are written from what the interview left unproven, so the human conversation spends its time where the evidence is thin.

Where the interviewer pushed back

Three of Jamie's first answers were vague. Each time the interviewer asked for specifics instead of moving on. Two of the follow-ups turned up real evidence. The one about the health score exposed a resume claim, which the report lists as Claimed, unproven.

  1. J

    Yeah, churn was a big focus for me. I was really proactive with my accounts, checking in regularly and making sure they were getting value, and churn came down a lot over the year.

    AI

    Follow-up: When you say it came down a lot, what were the numbers before and after, and over what period?

  2. J

    We looked at usage, support tickets and sentiment, and combined them into a red, amber, green score, so we could see which accounts needed attention.

    AI

    Follow-up: How were those inputs weighted, and what exactly moved an account from amber to red?

  3. J

    I'd get the right people involved quickly and make sure the customer sees the value again.

    AI

    Follow-up: Who are the right people, specifically, and what would you show them? If it's happened to you, walk me through the real one.

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