Fair assessment

Judged on the job.
Not on you.

Every interview is scanned for unfair or risky questions while it happens: protected-class questions, family-status probes, coded language. It flags what the interviewer asked, never what you are.

  • Categories of risky question scanned8
  • Who reviews every flagA named human
  • Decisions AI makes alone0
Live Interview Transcript
Protection Active
Interviewer

Can you walk me through a project where you had to debug a production issue under pressure?

You

Sure, we had a checkout service degrading under load. I traced it to a connection pool exhaustion issue and shipped a fix within the hour.

Interviewer
Good. So you'd be comfortable with our on-call rotation, are you married, do you have kids at home
Flagged for the hiring team
This is a family-status question, which is protected in most jurisdictions. It's flagged for the interviewer's team to review , it doesn't affect your scorecard, and you don't have to answer it.
who'd make odd hours difficult?

What actually gets scanned

Eight categories, checked on every transcript line, in real time.

01Direct protected-class questions
02Family-status probes
03Religion proxies (availability- and appearance-based)
04Vague "culture fit" language
05Gender references
06Stereotype language
07Affinity-bias markers
08Coded language generally
What you're actually scored on

Evidence-linked, not vibes-based.

Scorecards link every claim to the transcript moment that supports it: the same standard the employer side calls evidence-linked scoring, working in your favour.

  • Every scorecard claim links to the transcript moment it came from
  • AI drafts the scorecard; a named human reviews and submits it
  • Nothing about you is rejected without a human reviewing it
  • The result is about the job, not about who you are outside it

Practise somewhere the questions are fair by design.

20 free credits to start. Try a mock interview and see the same evidence-linked approach in action.