Use cases · Professional hiring

Professional hiring that trades gut feel for evidence.

The wrong senior hire costs a year and a small fortune, yet most are still chosen on a warm CV and a rushed panel that trusts its gut. FirstPanel gives every candidate a deep, structured interview — and gives your decision-makers evidence they can actually defend.

A confident professional smiling
A structured first round for every candidate
more candidates given a real interview
70%less senior-interviewer time on first rounds
24/7candidates interview on their own schedule
100%of scores linked to transcript evidence
The problem

The hires that matter most are the ones we still make on instinct.

A senior role opens, the shortlist gets built from who looked strong on paper and who a partner happened to like, and the interviews wander — every panellist asking different questions, chasing a different hunch, remembering a different candidate afterwards. The people whose time is most expensive spend it on first-round screens that a structured process could have handled. And when the hire goes wrong, no one can point to why it was ever the right call.

How FirstPanel helps

Built for the way you hire

Depth, not a chat

A structured conversational interview probes role expertise and judgment through real scenarios and follow-ups — going deeper on a candidate’s actual reasoning than a rushed 45-minute panel ever reaches.

Bias designed out

Every candidate faces the same structured interview scored on job-relevant evidence only. No wandering questions, no halo effect, no “culture fit” standing in for a gut call the process should have replaced.

Your seniors’ time back

The people you most need building the business stop running first rounds. FirstPanel does the structured screen; your experts meet only the finalists worth their expertise.

Defensible evidence

Eight MERIT-8™ agents score each candidate against your rubric, every rating linked to the exact moment in the transcript — so an important hire, or a challenge to it, rests on evidence rather than memory.

Lawful by construction

The policy compiler blocks unlawful or job-irrelevant criteria before a question is ever asked — the safeguard that matters most when the stakes and the scrutiny are highest.

A candidate experience worthy of the role

Senior candidates are courted, not processed. Everyone interviews on their own schedule and receives genuine, personalised feedback — even the ones you don’t hire.

Two people in a warm interview conversation
Structured first round → your final decision
For hiring managers & partners

Spend your judgment where it counts

Your senior people should weigh finalists, not run first screens. FirstPanel handles the structured first round with real depth, so they arrive at the decision that matters with the evidence to make it well.

  • Deep first-round transcripts and evidence-linked scores
  • One consistent, defensible bar across every panellist
  • Your experts make the call — AI never rejects anyone alone
Start a pilot on one role →
What MERIT-8™ measures here

The competencies that predict success

Eight AI agents each own one competency and score it against your rubric — every rating linked to the moment in the interview that earned it. These are the ones that matter most for this kind of role.

01
Role expertise

Deep, scenario-based probing of whether a candidate can actually do the work — real reasoning under follow-up, not a rehearsed CV walk-through.

02
Integrity & judgment

For roles with real autonomy, how someone decides under ambiguity is the whole game — surfaced through evidence, not a hunch about “fit”.

03
Problem-solving

How a candidate structures an unfamiliar problem, tests assumptions, and reasons to an answer — the core of any knowledge role.

04
Communication

The ability to make complex thinking clear to a client, a board, or a team — probed directly and scored against your rubric.

FAQ

Questions teams ask

Can an AI interview really assess a senior, specialist role?+

It assesses the structured first round — role expertise, problem-solving, communication, and judgment — through scenario-based questions and follow-ups scored against your rubric. It goes deeper than a rushed panel on reasoning; your experts still make the final call on the finalists it surfaces.

How does this reduce bias in professional hiring?+

Every candidate faces the identical structured interview, scored on job-relevant evidence only — no wandering questions, no halo effect, no gut-feel “fit”. The policy compiler blocks unlawful criteria, and adverse-impact monitoring runs continuously.

Is the evidence strong enough for a high-stakes hire?+

That’s the point. Every score links to the exact moment in the transcript that earned it, so an important decision — or a later challenge to it — rests on documented evidence rather than a panellist’s memory.

Will strong senior candidates actually do this?+

They interview in the browser — voice, video, or text, in 40+ languages — on their own schedule rather than juggling calendars, and every candidate gets genuine feedback. It reads as respect for their time, not a hoop.

Does a human still decide?+

Always. FirstPanel runs the structured first round and evidences it; a named hiring manager or partner reviews and makes every hiring decision. No candidate is ever rejected by AI alone.

See it on one of your own roles

Pick your longest-open requisition. First interviewed shortlist in about two weeks — keep the reports either way.

MERIT-8™ inside · humans decide