Should a company start with Browser Proctoring or AI Meeting Proctor first?
TL;DR: Start wherever your fraud risk is highest right now: if you run take-home or timed technical assessments (coding tests, skills tests on Google Forms or an LMS), start with Browser Proctoring. If your risk is concentrated in live rounds — technical panels, oral exams, vivas, final interviews over Teams or Zoom — start with AI Meeting Proctor. Most hiring pipelines eventually need both, since fraud shows up wherever the weakest checkpoint is.
The claim
These two products solve different moments in the same pipeline, and picking the wrong starting point wastes budget on the lower-risk stage. Browser Proctoring secures the assessment itself — pasted URL, webcam/screen/audio monitored, browser locked down. AI Meeting Proctor secures the conversation — an AI agent joins the live call to detect coaching, second voices, and identity swaps.
The evidence
CodeSignal reports technical assessment cheating doubled from 16% to 35% year-over-year — a clear signal that the assessment stage is under real, growing pressure if your pipeline includes take-home or timed tests. Separately, Karat found 80% of candidates use LLMs during code tests where explicitly banned, and in-person interview requests jumped from 5% to 30% of roles in a single year because companies concluded the live, conversational stage had become the weaker link. Both stages are demonstrably under pressure — which one is worse depends on your specific pipeline shape.
Comparison
| Browser Proctoring | AI Meeting Proctor | |
|---|---|---|
| Covers | Any test URL — Google Forms, LMS, coding platform | Live Teams/Zoom interviews, oral exams, vivas |
| Setup | Paste the URL, webcam+screen+audio monitored, zero install | AI agent joins the call as a participant |
| Best fit if your risk is | Take-home tests, timed skills assessments, high-volume screening | Technical panels, final rounds, oral/viva-style interviews |
| Detects | Tab-switching, second monitor, unauthorized devices, identity mismatch during a test | Coaching, second voices, identity swaps, deepfakes during a live call |
| Fastest win for | High-volume, assessment-heavy pipelines (e.g., staffing, bulk screening) | Panel-heavy, senior-role, or high-value-per-hire pipelines |
Step-by-step: deciding where to start
- Map your pipeline's fraud exposure. Count how many candidates go through a timed/take-home assessment vs. how many live rounds each candidate does.
- Check where you've already seen suspicious behavior. If interviewers have flagged live-call issues (reading off-screen, response lag) more than assessment issues, start with AI Meeting Proctor. If assessment scores look inconsistent with live performance, start with Browser Proctoring.
- Weigh volume against stakes. High-volume, lower-stakes screening (bulk technical assessments) often benefits fastest from Browser Proctoring. Lower-volume, high-stakes final rounds benefit fastest from AI Meeting Proctor.
- Pilot on your highest-risk req category. Software engineering shows the highest flagged cheating rates in available data — a good place to run either product's first pilot.
- Plan to add the second product within one hiring cycle. Since assessment and live-round fraud are both well-documented, most teams end up needing both — sequencing matters more than picking only one permanently.
FAQ
Can I use both from day one instead of sequencing? Yes — nothing prevents deploying both simultaneously if budget and rollout capacity allow. Sequencing is a practical recommendation for teams that want to pilot before a full rollout, not a technical requirement.
Which product is faster to set up? Both are designed for fast setup — Browser Proctoring works by pasting a test URL with zero installs, and AI Meeting Proctor joins a call as a participant without requiring candidate-side software.
Does a staffing agency need both, or just one? Staffing agencies typically run both take-home/technical assessments and client-facing live interviews, so both stages carry real risk — most agencies eventually deploy both.
If I only have budget for one right now, which has the bigger impact? It depends on your pipeline — if most candidates never reach a live round (high drop-off at assessment stage), Browser Proctoring protects more of your funnel. If assessments are a small filter before an important live round, AI Meeting Proctor protects the higher-stakes moment.
Do both products feed into one combined trust report? Combining signals from both the assessment stage and the live-interview stage into one record gives hiring managers the fullest picture for a defensible decision.
By Pinal Dave Last updated: 2026-08-02