Hi Anaya, a senior Go role on a payments team. Hybrid, with the salary band in the brief.
Anaya
Interesting. How many days in the office?
Zia
Three days in Bangalore. Want a voice interview this week?
Zia
Booked: interview Thursday 16:30
Naira report cardVoice · Naira
Maya Thompson·Applied for Collections Specialist·Interviewed Sep 27, 2026, 38 min
74.0/ 100 overall
AlignedIntegrity 96%English (CEFR) B2
Strongly not alignedAlignedStrongly aligned
“Clear, calm caller who secured a payment plan without pressure tactics; audit caught 4 of 5 compliance slips. Speaks fluently at a natural call pace.”
Handle a Customer Who Disputes a Past-Due Balance
M2Voice only
Module Score4.1 / 5
Strengths
Verified identity before discussing the balance
Offered a concrete 3-month plan unprompted
Weaknesses
Slight hesitation stating the exact due date
Did not repeat the total balance for confirmation
Evidence (transcript quotes)
“I understand this is frustrating — let's find a plan that works for you and confirm it today.”
Naira report cardVoice · Naira
Maya Thompson·Applied for Collections Specialist·Interviewed Sep 27, 2026, 38 min
74.0/ 100 overall
AlignedIntegrity 96%English (CEFR) B2
Strongly not alignedAlignedStrongly aligned
“Clear, calm caller who secured a payment plan without pressure tactics; audit caught 4 of 5 compliance slips. Speaks fluently at a natural call pace.”
Handle a Customer Who Disputes a Past-Due Balance
M2Voice only
Module Score4.1 / 5
Strengths
Verified identity before discussing the balance
Offered a concrete 3-month plan unprompted
Weaknesses
Slight hesitation stating the exact due date
Did not repeat the total balance for confirmation
Evidence (transcript quotes)
“I understand this is frustrating — let's find a plan that works for you and confirm it today.”
The interview report ends with recommended next steps for when you meet the candidate, what they will need in their first 90 days, and how serious each risk is.
Naira's interview report closes with four sections built for the human interview that follows: up to three recommended next steps, a development path describing what the candidate will need in their first 90 days, risks that each carry a severity of low, medium or high, and the strengths you gain by hiring them. Strengths cite the transcript.
The gap between a score and a decision
Most screening tools end at a verdict. You get a number, a recommendation, sometimes a summary, and then you sit down with the candidate and start from scratch anyway, because a verdict does not tell you what to ask.
The report closes with recommended next steps, up to three, drawn from the evidence. Not generic prompts, and not a rehash of the rubric. They point at the places where the conversation went thin, where an answer was plausible but unverified, or where the judgement genuinely belongs to a person rather than a machine.
A candidate might have described leading a migration convincingly without ever saying who disagreed with them or what it cost. That is not a failure, and scoring it down would be wrong. It is a thread for you to pull, and it arrives written as a thread rather than as a deduction.
Your interview starts where the assessment stopped, instead of starting again.
Someone can be the right hire and still need a strong technical peer in their first quarter, or an explicit handover on a domain they have not worked in. Knowing that before the offer changes how you write the onboarding plan. Discovering it in week six changes how the hire is going.
Risks, each with a severity
Each concern is graded low, medium or high. This sounds like a small thing and it is not: a list of concerns with no weights makes a minor gap look like a dealbreaker, and buries the real one in the middle of a paragraph. A hiring manager reading five flat bullets treats them all as equal weight, which is how good candidates get talked out of.
Alongside them sits the opposite list, which is what you actually get if you hire this person. The strengths cite the transcript, and each risk carries its severity, so neither is inferred from the CV.
What this changes for your week
Shorter interviews that cover more. You are not re-establishing basics somebody already established.
A hiring manager conversation with structure.Instead of “what did you think”, you arrive with the risks, each with its severity and the evidence behind it.
An onboarding plan that exists before the offer. The development path is usually the first thing worth forwarding to the manager.
How to use it
Read the next steps before you write your interview plan, not after. It is designed to replace the first half of your prep.
Take the risks into the hiring manager conversation directly. Severity is there so you can argue about the right one.
Forward the development path to whoever will manage this person, whatever you decide. On a reject it is still worth reading, because a pattern across several rejects usually says something about the brief.
Treat the report as the start of your judgement rather than a replacement for it. The sections exist because some things only a person should decide.
Common questions
What does an AI interview report tell a recruiter beyond a score?
Naira's report gives up to three recommended next steps for the human interview, a development path for the candidate's first 90 days, risks that each carry a severity of low, medium or high, and the strengths gained by hiring them. Strengths cite the transcript.
Can an AI interview replace the human interview?
No. The report is built on the assumption that a person interviews next, which is why it recommends next steps rather than issuing a verdict. Some judgements only a human should make.
How does a severity on each risk help a hiring decision?
A list with no severities makes a minor gap look equal to a serious one, which is how strong candidates get rejected on trivia and how real concerns get missed. Severity lets the hiring conversation focus on the risk that actually matters.