A category-by-category look at where a 4-layer approach helps, and where it doesn't magically solve everything. This is a general comparison against common anti-cheat approaches in the industry — it isn't aimed at any specific named product.
All rows below describe generic categories of anti-cheat architecture, not any particular vendor. Cerberus's own numbers are the same ones published across this site.
"Legacy Signature-Based AC" means older pattern-matching tools with little or no behavioral or hardware layer. "Behavioral-Only AC" means modern AI/ML detection with no kernel integrity layer and no hardware/DMA layer. Neither label refers to a specific product.
| Capability | Legacy Signature-Based AC | Behavioral-Only AC | Cerberus (4-Layer) |
|---|---|---|---|
| Detection Coverage | |||
| Kernel-level integrity protection | ✓ | ✕ | ✓ |
| DMA / hardware attack detection | ✕ | ✕ | ✓ |
| Firmware-level device verification (TPM 2.0) | ✕ | ✕ | ✓ |
| Real-time behavioral AI (aim / movement analysis) | ~ | ✓ | ✓ |
| Cross-player / server-side anomaly correlation | ~ | ~ | ✓ |
| BYOVD / vulnerable-driver blocking | ✕ | ✕ | ✓ |
| Hardware-fingerprint ban-evasion detection | ✕ | ✕ | ✓ |
| Transparency & Honesty | |||
| Publishes a false-positive rate publicly | ✕ | ✕ | 0.14%not zero — published, tracked live |
| Publishes detection-rate ranges (not just marketing claims) | ✕ | ✕ | 58-92%varies by vector, not 100% |
| Public status page with uptime & incident history | ✕ | ~ | ✓ |
| Zero telemetry / zero PII collected | ✕ | ~ | ✓ |
| Deployment & Footprint | |||
| Runtime-only (no always-on background driver) | ~ | ✓ | ✓ |
| No third-party driver conflicts | ✕ | ✓ | ✓ |
| DRM integrity verification | ✕ | ✕ | ✓ |
| Lightweight install (no kernel driver at all) | ~ | ✓ | ✕kernel driver required for Layer 1 |
Most vendor comparison pages pretend there's no trade-off. There is one, and it's worth naming plainly.
Layer 1 (Kernel Integrity) is what makes hardware/DMA detection and BYOVD blocking possible — but it also means installing a kernel driver, which is a heavier footprint than a purely usermode or behavioral-only solution. That's a legitimate thing for a studio to weigh, not a detail we'd rather skip past.
A few situations where a lighter, signature-only or behavioral-only approach may genuinely be the better fit:
None of the layers above solve cheating completely — ours included. The 58-92% detection range and 0.14% false-positive rate we publish elsewhere on this site describe where Cerberus actually lands today, not a hypothetical ceiling.