
Candidate Experience
The "Expectation Violation" Effect in AI Interviews
Candidates expect a mechanical bot but are surprised by the fluency of LLM-based systems. How does this 'expectation violation' affect satisfaction?
Playbooks, product notes and research from the team building evidence-based recruiting and HR — one platform, from first application to your team's growth.

Candidates expect a mechanical bot but are surprised by the fluency of LLM-based systems. How does this 'expectation violation' affect satisfaction?

Do AI voice interviews embrace linguistic diversity, or do they create new barriers? Here's what the research says.

Data shows 78% of candidates prefer AI-led interviews. Lower stress, flexibility, and perceived fairness are the key reasons behind this preference.

When candidates don't know how AI makes decisions, they develop their own 'folk theories.' How do these assumptions affect hiring quality?