PHI
Sync
PHI
Startup Intelligence
Markets
  • Signal Feed
  • All Startups
  • Live Launches
  • Breakout Momentum
  • Opportunity Radar
  • Categories
  • Founders
  • Revenue
  • Cross-platform
Intelligence
  • Ask Market
  • Signature Index
  • Insights
  • Trend Genome
  • Analytics
Lab
  • Tagline Lab
  • Smart Search
Yours
  • Watchlist
  • Alerts
  • Search
Sync now
PHI
Startup Intelligence
Markets
  • Signal Feed
  • All Startups
  • Live Launches
  • Breakout Momentum
  • Opportunity Radar
  • Categories
  • Founders
  • Revenue
  • Cross-platform
Intelligence
  • Ask Market
  • Signature Index
  • Insights
  • Trend Genome
  • Analytics
Lab
  • Tagline Lab
  • Smart Search
Yours
  • Watchlist
  • Alerts
  • Search
/
11,067 products · 19,805 snapshots
Zero Assist

Zero Assist

Real-time AI cheating detection for technical interviews.

Launched 2mo agoProduct Hunt Website
Votes
79
Comments
6

What this means

-83%Category cooling: Hiring.
Launches down 83% week-over-week.
40%Strong buyer-intent signal in the comments.
40% of commenters sound like potential buyers — mostly founders.
Users are asking for detailed evidence reporting + privacy options.
Feature requests surfaced from the comment thread.
Recurring concerns: privacy invasion, false positive risks.
Pain points mentioned more than once in comments.

Prediction

Top-5 finish probability
21%
today
Projected end-of-day votes
79range 59–107
Trajectory
stable
Not enough snapshots yet to detect trajectory.

About

Detect Parakeet AI, Final Round AI, Cluely & 20+ AI cheating tools in real time. Secure your remote technical interviews with Zero Assist.Zero Assist is a forensic-grade interview monitor that detects AI cheating tools like ChatGPT, Parakeet AI, and Copilot in real time. Deploy a silent agent and get instant alerts on your dashboard if candidates use unauthorized AI assistance.

AI Summary

Zero Assist provides real-time detection of over 20 AI cheating tools during technical interviews, ensuring the integrity of remote hiring processes. It offers instant alerts through a silent monitoring agent, allowing employers to identify unauthorized AI assistance.

Vote & comment velocity

Scores

Velocity0.0
Vote pace vs avg
Momentum0.0
Sustained over 6h
Virality0.0
Spread × engagement
Engagement15.2
Comments per vote

Founders

Vaibhav Devere
@vaibhav_devere · hunter

Topics

AlphaHiringRemote Work

Comment Intelligence· 12 comments analysed

Sentiment

Positive50%
Neutral30%
Negative20%
Buyer intent
40%
of commenters sound like potential buyers
Audience
founders
Sentiment over 54 days
Positive
Negative
Buyer intent
-43%
Overall vibe

Overall, the comments reflect a mix of interest and concern regarding privacy and effectiveness.

Top themes
  • privacy concerns
  • interview integrity
  • false positives
Feature requests
  • detailed evidence reporting
  • privacy options
  • broader interview applicability
Complaints
  • privacy invasion
  • false positive risks
  • complexity of detection

Top comments

[REDACTED]
↑ 4

<p>the silent agent deployment is the part i'd want to understand from a legal and consent standpoint. depending on jurisdiction, installing monitoring software on a candidate's machine during an interview has compliance implications that vary pretty significantly. does Zero Assist require explicit candidate consent before deployment and how are you thinking about the liability if a candidate later claims unauthorized monitoring? that's not a hypothetical question in 2026, it's already happening in employment law</p>

[REDACTED]
↑ 2

<p>We are currently witnessing a massive arms race in remote tech hiring. A year ago, cheating meant a candidate looking down at their phone or having a hidden browser tab open.</p><p>Today, it is a completely different landscape. There is an entire industry of "Stealth AI" tools (like Parakeet AI, Final Round AI, and Cluely) specifically engineered to defeat traditional video interviews and screen sharing. These tools intercept system audio, transcribe the interviewer's questions in real-time, and project the exact code or answers onto the candidate's screen using invisible GPU overlays that standard screen-sharing software physically cannot see.</p><p>The cost of this is staggering. Companies are making $150k+ hiring decisions based on AI-generated performance, leading to massive sunk costs in onboarding and immediate productivity bottlenecks. Even worse, brilliant, honest candidates are losing out on jobs to people using software to fake their skills.</p><p>We can't rely on webcam "eye-tracking" or "gut feelings" anymore. I built Zero Assist because the only way to detect stealth AI is with forensic, OS-level monitoring. We have to restore integrity to the hiring process so that the best engineers win on merit, not on who has the most expensive hidden copilot</p>

[REDACTED]
↑ 1

<p>Hey Product Hunt! 👋 I'm Vaibhav, the maker of Zero Assist.<br><br>Remote technical hiring is fundamentally broken right now. Candidates are increasingly using stealth AI tools like Parakeet AI, Final Round AI, and ChatGPT to pass interviews. Traditional screen sharing can't detect audio-based whispers, hidden browser tabs, or GPU overlays.<br><br>I built Zero Assist to fix this and restore integrity to remote hiring. It’s a lightweight, forensic-grade agent that runs on the candidate's machine during the interview and monitors OS-level processes.<br><br>✨ Key Features:<br><br>Real-Time Detection: Catches 20+ known AI cheating tools the moment they launch.<br>Silent &amp; Seamless: Runs in the background with no intrusive pop-ups for the candidate.<br>Live Interviewer Dashboard: Instant alerts delivered via WebSockets (&lt;500ms latency).<br>Deep Forensic Evidence: Post-session audit reports with exact timestamps and process metadata.<br>Privacy-First: Legal compliant. Exits cleanly after the session, leaving no persistent footprint.<br>Zero Assist empowers engineering and HR teams to make hiring decisions based on genuine ability, not AI assistance.<br><br>I'd love to hear your feedback, answer any questions about how the detection works, or take feature requests below! 👇</p>

[REDACTED]
↑ 1

<p>just curious about privacy invasion with your product. </p>

Sentiment computed via openai