I had my first AI-proctored interview in late 2025. Nobody warned me. I was 20 minutes into a coding assessment when I noticed the webcam light was on, and a small banner said "session monitored by AI." I'd been looking at my phone for Spotify controls, scratching my face, and glancing at my second monitor out of habit. I panicked.

Turns out, I didn't get flagged for anything -- but the experience shook me enough to spend weeks researching how AI proctoring actually works in hiring. Here's what I found, and what you need to know heading into 2026.

What AI Proctoring Actually Monitors

The proctoring tools used in hiring (HackerRank's proctoring, Codility, HireVue) track a few specific things. Eye tracking -- the AI notices if you're consistently looking off-screen, which might suggest you're reading from another source. Tab switching -- if you leave the assessment window, it logs the switch and sometimes records what you navigated to. Audio monitoring -- some tools listen for voices in the background that could indicate someone's helping you.

What they don't do (at least not the major platforms I've researched): they don't analyze your facial expressions for nervousness. They don't read your keystrokes to detect AI-generated code based on typing patterns. They don't flag you for taking a sip of coffee or adjusting your posture. The AI is looking for clear cheating signals, not human behavior.

How to Prepare Your Environment

Before a proctored interview, I now run through a quick checklist. Close every browser tab except the assessment. Turn off my second monitor completely -- even if you don't use it, glancing toward a dark screen can trigger a flag. Put my phone in another room, not face-down on the desk. Tell my roommates I'm in an interview so there's no background noise.

Use a clean desk with good lighting. If the proctor AI can't see your face clearly, it might flag the entire session for manual review, which adds delays. I once had a session flagged because my ring light created a glare on my glasses. Now I angle the light differently for proctored sessions.

Test your setup 30 minutes before the assessment starts. Check webcam, microphone, and internet connection. I had a friend whose proctoring software didn't work with Firefox, and he lost 15 minutes of his assessment time troubleshooting. Most platforms specify Chrome -- just use Chrome.

During the Assessment: What's Normal

You can look away from the screen. Seriously, it's fine. People look up when they think, look down to write notes on paper, close their eyes to concentrate. The AI knows this. What it flags is sustained off-screen gazing -- like staring at the same spot for 30 seconds, which looks like you're reading from a cheat sheet.

You can use a physical notepad. I always keep scratch paper next to me during coding assessments. Drawing out data structures or mapping out algorithm steps on paper is completely normal. Some platforms even encourage it.

Don't tab away to check documentation unless the assessment explicitly says it's open-book. If they say you can use documentation, use a separate physical device if possible -- opening new tabs in the same browser is more likely to get flagged than glancing at a tablet with docs open.

The Bigger Picture: Is This Fair?

Honestly? I have mixed feelings. AI proctoring solves a real problem -- companies were seeing rampant cheating on remote assessments, with candidates using ChatGPT, having someone else take the test, or screen-sharing with a friend. Some estimates suggest 30-40% of unsupervised remote coding tests involved some form of cheating before proctoring became widespread.

But the surveillance aspect makes a lot of people uncomfortable, and I get it. Being watched by an AI while you're already nervous about a high-stakes assessment adds pressure. There are also real accessibility concerns -- candidates with certain disabilities may need to look away from the screen more frequently, and some proctoring AIs aren't trained to account for that.

My advice: don't let proctoring psych you out. If you've prepared genuinely and you're doing the work yourself, you have nothing to worry about. Focus on the problems, not the camera. The best preparation is actually knowing your stuff -- and tools like AI interview practice platforms can help you build real skills before the proctored assessment.

If you're told an assessment will be proctored, treat it as a sign the company takes their hiring process seriously. That's actually a good thing. You want to work somewhere that values the integrity of their evaluation process, because it means they hired their other engineers through the same rigorous process. Your future teammates earned their spots, and so will you.

For more on preparing for technical interviews, check out our guide on why interview skills matter more than coding skills -- it applies doubly when you're under the watchful eye of AI proctoring.