Advanced AI-Powered Cheater Detection for CS2

TrackBans.com is a machine learning-based system trained on over 200,000 Steam accounts (both VAC banned and clean) to detect behavioral patterns commonly associated with cheaters in Counter-Strike 2. It does not rely on gameplay videos but rather on 180+ public stats, including weapon performance, match history, friends' VAC status, rare skin ownership, and more.

Not in the form of demos or replays. However, it analyzes gameplay data derived from public stats like K/D ratio, Headshot accuracy, Weapon-specific performance, Damage, MVPs, round stats, and more. In other words: yes, it analyzes gameplay just not visually.

Cheaters tend to leave behind statistical fingerprints. This AI was trained to learn those patterns combining dozens of variables (e.g., weapon precision + VAC-banned friends + Steam behavior + rare items) to flag users who resemble known cheaters, even if they're not VAC banned yet.

The percentage represents how closely your profile's patterns match those of accounts known to be cheating. Below 50% means your profile is statistically closer to clean accounts. Above 50% means you share behavioral patterns with banned accounts. 50% exactly is Neutral. Not enough signal either way. It's not a ban. It's a red flag.

Yes. It's a beta tool, and like any prediction system, it may produce false positives or false negatives. But with 88.75% recall, 83.97% precision, and ROC AUC: 0.93, it's a solid and reliable detection system.

Because the AI doesn't care about what you think you are. It doesn't judge intention — it detects statistical similarity. The model has been trained on over 200,000 real Steam accounts, split between VAC banned players and clean users. So if you're flagged, it's not calling you a cheater — it means your profile shares traits that have a high correlation with users that got caught cheating.

Not at all. However, some skin patterns are commonly found on cheater accounts, especially bought/stolen accounts. So skins are just one of 180 features, not a deciding factor on their own.

Because that requires access to game files or third-party platforms. TrackBans.com is designed to be Fast, Public, Non-invasive, and API-based. And it works in real time, with no downloads or access required.

Because TrackBans provides professional-grade Counter Strike 2 detection with proven accuracy. Our system is Scientifically accurate (86.29% F1-Score), Comprehensive (180 behavioral patterns), Community-trusted (200K+ profiles analyzed), and uses Enterprise-grade AI technology. It works across all Counter Strike 2 game modes.