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Hiring, fairly

Notes on evidence-based interviewing

Candidate rights, fair matching, and what a good AI interview actually looks like — for the people on both sides of the table.

Articles

4

Read time

4–7 min

Updated

Jun 2026

AllHow it worksHiringFairnessGuides
How it works

What a fair AI interview actually looks like

Evidence over keywords is easy to say. Here is how the rubric, the recording, and the human-review path make it real.

5 Jun 20266 min read
Read feature
Realistic office desk with a laptop showing interview evidence, a scorecard, a microphone, and review notes.
Realistic desk setup with a laptop interview session and multiple job cards arranged around it.
Hiring

Interview once, apply to many: the maths

Why repeating yourself for every employer is a tax on candidates, and how one re-scored interview removes it.

1 Jun 20264 min read
Realistic workspace with headphones, a laptop language assessment screen, and interview notes.
Fairness

Language level without the accent bias

How a CEFR rating measures the proficiency a role needs without penalising how you sound.

26 May 20265 min read
Realistic home office desk prepared for a voice interview with laptop, headphones, notes, and water.
Guides

How to prepare for a voice interview

Test your mic, pick a quiet room, and answer with worked examples. A short, honest prep guide.

20 May 20267 min read