01
Why engineering teams search for LockedIn AI detection
Technical interviews already struggle with signal. Stealth assistants that draft code, whisper tradeoffs, or outline system designs make a strong pad look like strong engineering judgment. Hiring managers then spend onsites rediscovering that the remote round was coached.
- Live coding pads with hidden drafting assistance
- System-design outlines delivered through side channels
- Take-home fluency that fails ownership probes later
02
LockedIn is a name; the threat is the category
Buyers search “LockedIn AI detector” because that brand shows up in candidate chatter. Durable programs also watch for Interview Coder-adjacent and overlay-style behaviors that survive product renames. Named intent gets you here; generalized assistance signals keep coverage useful next quarter.
03
What technical integrity evidence should look like
Engineering leaders need more than a red flag. They need session context: when assistance-like patterns appeared relative to problem turns, whether the candidate could explain their own code, and whether a retest is warranted before an onsite.
- Timelines aligned to pad and design interview phases
- Observations reviewers can discuss with hiring managers
- Human override as a first-class control-not an afterthought