Flip any signal to mismatched. One is all it takes to turn the verdict from human to automated.
Accepted, looks human
Abstract browser window
A browser window with an address bar and content area. The frame turns green when the site accepts the browser as human and red when it is flagged as automated.
Network
✓
TLS fingerprint (JA3 / JA4)
JA4 matches Chrome on Windows
✓
HTTP/2 frame ordering
Chrome's frame order
Rendering and hardware
✓
Canvas fingerprint
stable, matches a real GPU
✓
WebGL / GPU renderer
ANGLE (NVIDIA GeForce…) on Windows
✓
Installed fonts
typical Windows font set
✓
Screen and viewport
common laptop resolution
Behavioural
✓
Mouse movement paths
human-like paths
✓
Timing between actions
human pacing
Network
Rendering and hardware
Behavioural
Reset signals