3. Hardware & GPU Fingerprinting
Empty Device List
Detection approach
navigator.mediaDevices.enumerateDevices() returned zero devices, but the User-Agent claims a desktop operating system. Genuine desktop browsers expose at least a default audio input. An empty list indicates a headless or heavily sandboxed automation container.
How this helps detect bots
This signal is assessed with other independent session, browser, and network evidence. A single anomaly is a lead, not a verdict; corroborating anomalies make automated traffic more likely.
Legitimate traffic to consider
Legit users on desktop systems without mic/camera attached, or blocking device access.