Why take-homes became hard to judge
A take-home shows a finished repository. It cannot show whether the candidate wrote it, generated it, or had help, nor how long it took. Many teams also find take-homes discourage strong candidates who have little free time.
Take-home versus recorded coding round
| Take-home | Recorded coding round | |
|---|---|---|
| Realism | High | High: a real project with tests |
| Time cap | Usually honour system | Enforced clock |
| Who wrote it | Unknown | Tinted: typed, accepted from AI, verified |
| Tests | Run by the reviewer | Rerun by the server at the end |
| Process visible | No | Yes, as timestamped events |
Common pitfalls
- Open-ended scope, so candidates who can spend a weekend outscore those who cannot.
- Banning AI with no way to check, which penalises honest candidates.
- Reviewing only the final code, not the reasoning behind it.
How SynergicHire replaces the take-home
The coding round gives a real React (Vite), Next.js, Expo or Node.js project with starter files and tests, a fixed clock, and an assistant whose availability you choose. Every edit is attributed and the AI-fluency signals are computed from events, not from impressions.
Questions
Are take-home assignments still useful?
They can be for roles where long-form work matters, but on their own they no longer show how the work was produced.
How long should a take-home be?
Short and capped. A SynergicHire coding round's price covers up to 90 minutes, with a clock that does not pause.
Can you detect AI in a take-home?
Not reliably after the fact. Recording the session as it happens is more dependable than guessing from the result.