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. I can send you a link to a voice interview.
Zia
Sent: your interview link. Start any time, or pick a time that suits you.
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.”
When EmployLabs takes on a role with you, you get a Company Room: you mark live sample profiles good or bad with a reason, pick or drop personas and re-run the search, and every mark is kept on the role to correct it.
EmployLabs calibrates a role in a Company Room, a no-login room where the hiring company sees live sample profiles per persona, marks each good or bad with a reason, picks or drops personas and re-runs the search with changed criteria. Every mark and reason is stored on the role, and our team and Meera use them to correct the search.
Criteria are easier to recognise than to write
Ask someone to describe the person they want to hire and you get a job description. Show them five real profiles and ask which ones are right, and you get the criteria they were actually using. The second answer is the one a search needs, and it usually arrives weeks into the process, one rejected shortlist at a time.
The Company Room is built to get that answer on the first day. When EmployLabs takes on a role with you, you get a Company Room for it: a private room, opened from a link with no login, where you work through the role with Meera, the EmployLabs recruiting agent. Once the room is connected to the live search for your role, calibration happens there, against live profiles rather than a description of them. Marking profiles, previewing samples and re-running the search all need that live connection.
Profiles, grouped by the kind of person
A role rarely has one shape of good candidate, so Meera proposes several personas: distinct kinds of person who could do the job. Each persona carries its own search, and choosing one pulls a small set of real sample profiles for it, sourced live for that role.
That gives the conversation something concrete to point at. The question is no longer whether the brief is right in the abstract, but whether these people are the people. It is the same idea as seeing real profiles before anyone is contacted, put in front of you, the person who decides.
A hiring manager who cannot write the criteria down can almost always point at the right profile. The room is built around pointing.
What you can do in the room
Mark each profile good or bad. Good means more people like this; bad means not who they meant. A reason can go with the mark, and that reason is where most of the signal lives.
Change their mind. There is one verdict per profile per persona, and marking it again replaces the earlier one rather than piling up contradictions.
Pick or drop personas. A persona that is plainly wrong can be dropped, and a promising one picked to pull its profiles.
Re-run the search with different criteria. The location scope (the base location held strictly, a more flexible location, or remote), the experience range (tighter or wider) and the skills list can each be changed, and the search runs again on the changed version.
Where the marks go
Every verdict, and every reason, is stored against the role EmployLabs runs for you, the persona and the profile. Nothing re-runs the search on its own when a mark lands. The marks are read when our team shapes that role’s personas with Meera: at that stage she sees how many profiles under each persona were judged, how many came out good and bad, and she reads the reasons.
Where the correction goes depends on where the complaint lands. A complaint about who one persona finds is directed to that persona’s own search. The same complaint across several personas is a problem with the brief itself, so it is directed to the role’s base criteria instead.
Marking profiles in the room does not move anyone along the pipeline. A good verdict there is a calibration signal, not a decision to contact the candidate.
The hiring-manager link is a different thing
EmployLabs also has a shortlist link for hiring managers. That link is read-only: it shows the role and its candidates with the reasoning attached, and it takes no marks. Calibration, with verdicts and changed criteria, happens in the Company Room.
How to use it
Open the room before the search is set in stone, ideally with everyone who will interview. The profiles are cheap to look at and expensive to discover late.
Give a reason with every bad mark. A bare thumbs-down says that something is wrong; a reason says what.
Watch for the same complaint across personas. It means the brief needs to move, not the search. There is more on how Meera works a role from brief to search.
Common questions
How do you calibrate search criteria with a hiring manager quickly?
Show real profiles instead of debating a description. When EmployLabs takes on a role, the hiring company gets a Company Room, sees live sample profiles for each persona and marks each one good or bad with a reason. Pointing at the right person surfaces the criteria a job description leaves out, on the first day.
What happens to the feedback I give on sample profiles?
Each verdict is stored against the role, the persona and the profile, and Meera reads the reasons when our team shapes the personas. A complaint about one persona is directed to that persona's search; the same complaint across several personas is directed to the role's base criteria. Marking a profile never moves the candidate along the pipeline.
Can a hiring manager give feedback through the shortlist share link?
No. The EmployLabs hiring-manager share link is read-only: it shows the role and its candidates with their reasoning and takes no marks. Verdicts on profiles, choosing personas and re-running the search with changed criteria all happen in the Company Room instead.