| Who runs the interview | Your own engineers and hiring managers. | A freelance engineer from your network or from a marketplace such as Upwork. | Software. An AI interviewer asks the questions and scores the answers. | Software sets and scores the test. Your engineers run any live round. | A current or former CTO or senior engineer. |
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| What it tests | Whatever your team agrees on. Each interviewer often asks different questions. | Whatever the freelancer chooses to ask, unless you give them a brief. | Answers to set questions, spoken or typed. | Mostly predefined coding tasks and skills tests that candidates usually take alone. | Technical depth, judgement and a live challenge, with the same questions for every candidate in a role. |
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| Structure and scorecard | You build and maintain them yourself. | Rarely included. You usually provide them. | Built into the tool. | Built into the test. | Built for your role before the first interview. |
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| A live conversation with a person | Yes | Yes | No | Only in the live rounds your team runs. | Yes |
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| Needs a Human-in-the-loop? | Yes. Your own engineers are the humans in the loop. | Yes. The freelancer is the human in the loop. | Yes. Someone in your team has to check the AI's scores. The EU AI Act requires human oversight of high-risk AI systems (Regulation (EU) 2024/1689, Article 14). | Yes. Your engineers review the results and run the live rounds. | Already included. A senior engineer runs every interview and you make the hiring decision. |
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| Engineer time on your side | High. One open role takes about 21 hours of interviews with our calculator's default settings. | Low once the freelancer is briefed. Someone still has to brief them and check their work. | Low | Medium. Your engineers review results and run the final rounds. | Low. A 30-minute kick-off call for each role. |
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| What you get after each interview | Interviewer notes, if they are written up. | Whatever the freelancer writes. The format changes from person to person. | An automatic score and a summary. | An automatic score and often a replay of the code. | A PDF report with a grade for each question, a hire or don't-hire recommendation and candidate feedback that is ready to send, within 24 hours. |
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| Cost | Your engineers' time. Work it out with our Total Hiring Needs Calculator. | The hourly rate each freelancer sets. | A software subscription. | A software subscription. | From €78 to €162 per interview. See pricing. |
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| Works best for | Teams that hire a few engineers a year and have trained interviewers with time to spare. | One or two interviews for a niche skill, with someone you already trust. | Very high volumes of applicants for entry-level roles. | Filtering a large pool of applicants on basic coding skills. | Teams whose engineers don't have time to interview, several open roles at once or a CTO hire. |
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